<!DOCTYPE html>
<html>
<head>

<meta charset="utf-8" />
<title>F_DAWP_Chs_12_13</title>

<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>

<style type="text/css">
    .clearfix{*zoom:1}.clearfix:before,.clearfix:after{display:table;content:"";line-height:0}
.clearfix:after{clear:both}
.hide-text{font:0/0 a;color:transparent;text-shadow:none;background-color:transparent;border:0}
.input-block-level{display:block;width:100%;min-height:30px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}
article,aside,details,figcaption,figure,footer,header,hgroup,nav,section{display:block}
audio,canvas,video{display:inline-block;*display:inline;*zoom:1}
audio:not([controls]){display:none}
html{font-size:100%;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%}
a:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}
a:hover,a:active{outline:0}
sub,sup{position:relative;font-size:75%;line-height:0;vertical-align:baseline}
sup{top:-0.5em}
sub{bottom:-0.25em}
img{max-width:100%;width:auto\9;height:auto;vertical-align:middle;border:0;-ms-interpolation-mode:bicubic}
#map_canvas img,.google-maps img{max-width:none}
button,input,select,textarea{margin:0;font-size:100%;vertical-align:middle}
button,input{*overflow:visible;line-height:normal}
button::-moz-focus-inner,input::-moz-focus-inner{padding:0;border:0}
button,html input[type="button"],input[type="reset"],input[type="submit"]{-webkit-appearance:button;cursor:pointer}
label,select,button,input[type="button"],input[type="reset"],input[type="submit"],input[type="radio"],input[type="checkbox"]{cursor:pointer}
input[type="search"]{-webkit-box-sizing:content-box;-moz-box-sizing:content-box;box-sizing:content-box;-webkit-appearance:textfield}
input[type="search"]::-webkit-search-decoration,input[type="search"]::-webkit-search-cancel-button{-webkit-appearance:none}
textarea{overflow:auto;vertical-align:top}
@media print{*{text-shadow:none !important;color:#000 !important;background:transparent !important;box-shadow:none !important} a,a:visited{text-decoration:underline} a[href]:after{content:" (" attr(href) ")"} abbr[title]:after{content:" (" attr(title) ")"} .ir a:after,a[href^="javascript:"]:after,a[href^="#"]:after{content:""} pre,blockquote{border:1px solid #999;page-break-inside:avoid} thead{display:table-header-group} tr,img{page-break-inside:avoid} img{max-width:100% !important} @page {margin:.5cm}p,h2,h3{orphans:3;widows:3} h2,h3{page-break-after:avoid}}body{margin:0;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:13px;line-height:20px;color:#000;background-color:#fff}
a{color:#08c;text-decoration:none}
a:hover,a:focus{color:#005580;text-decoration:underline}
.img-rounded{border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}
.img-polaroid{padding:4px;background-color:#fff;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.2);-webkit-box-shadow:0 1px 3px rgba(0,0,0,0.1);-moz-box-shadow:0 1px 3px rgba(0,0,0,0.1);box-shadow:0 1px 3px rgba(0,0,0,0.1)}
.img-circle{border-radius:500px;-webkit-border-radius:500px;-moz-border-radius:500px;border-radius:500px}
.row{margin-left:-20px;*zoom:1}.row:before,.row:after{display:table;content:"";line-height:0}
.row:after{clear:both}
[class*="span"]{float:left;min-height:1px;margin-left:20px}
.container,.navbar-static-top .container,.navbar-fixed-top .container,.navbar-fixed-bottom .container{width:940px}
.span12{width:940px}
.span11{width:860px}
.span10{width:780px}
.span9{width:700px}
.span8{width:620px}
.span7{width:540px}
.span6{width:460px}
.span5{width:380px}
.span4{width:300px}
.span3{width:220px}
.span2{width:140px}
.span1{width:60px}
.offset12{margin-left:980px}
.offset11{margin-left:900px}
.offset10{margin-left:820px}
.offset9{margin-left:740px}
.offset8{margin-left:660px}
.offset7{margin-left:580px}
.offset6{margin-left:500px}
.offset5{margin-left:420px}
.offset4{margin-left:340px}
.offset3{margin-left:260px}
.offset2{margin-left:180px}
.offset1{margin-left:100px}
.row-fluid{width:100%;*zoom:1}.row-fluid:before,.row-fluid:after{display:table;content:"";line-height:0}
.row-fluid:after{clear:both}
.row-fluid [class*="span"]{display:block;width:100%;min-height:30px;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;float:left;margin-left:2.127659574468085%;*margin-left:2.074468085106383%}
.row-fluid [class*="span"]:first-child{margin-left:0}
.row-fluid .controls-row [class*="span"]+[class*="span"]{margin-left:2.127659574468085%}
.row-fluid .span12{width:100%;*width:99.94680851063829%}
.row-fluid .span11{width:91.48936170212765%;*width:91.43617021276594%}
.row-fluid .span10{width:82.97872340425532%;*width:82.92553191489361%}
.row-fluid .span9{width:74.46808510638297%;*width:74.41489361702126%}
.row-fluid .span8{width:65.95744680851064%;*width:65.90425531914893%}
.row-fluid .span7{width:57.44680851063829%;*width:57.39361702127659%}
.row-fluid .span6{width:48.93617021276595%;*width:48.88297872340425%}
.row-fluid .span5{width:40.42553191489362%;*width:40.37234042553192%}
.row-fluid .span4{width:31.914893617021278%;*width:31.861702127659576%}
.row-fluid .span3{width:23.404255319148934%;*width:23.351063829787233%}
.row-fluid .span2{width:14.893617021276595%;*width:14.840425531914894%}
.row-fluid .span1{width:6.382978723404255%;*width:6.329787234042553%}
.row-fluid .offset12{margin-left:104.25531914893617%;*margin-left:104.14893617021275%}
.row-fluid .offset12:first-child{margin-left:102.12765957446808%;*margin-left:102.02127659574467%}
.row-fluid .offset11{margin-left:95.74468085106382%;*margin-left:95.6382978723404%}
.row-fluid .offset11:first-child{margin-left:93.61702127659574%;*margin-left:93.51063829787232%}
.row-fluid .offset10{margin-left:87.23404255319149%;*margin-left:87.12765957446807%}
.row-fluid .offset10:first-child{margin-left:85.1063829787234%;*margin-left:84.99999999999999%}
.row-fluid .offset9{margin-left:78.72340425531914%;*margin-left:78.61702127659572%}
.row-fluid .offset9:first-child{margin-left:76.59574468085106%;*margin-left:76.48936170212764%}
.row-fluid .offset8{margin-left:70.2127659574468%;*margin-left:70.10638297872339%}
.row-fluid .offset8:first-child{margin-left:68.08510638297872%;*margin-left:67.9787234042553%}
.row-fluid .offset7{margin-left:61.70212765957446%;*margin-left:61.59574468085106%}
.row-fluid .offset7:first-child{margin-left:59.574468085106375%;*margin-left:59.46808510638297%}
.row-fluid .offset6{margin-left:53.191489361702125%;*margin-left:53.085106382978715%}
.row-fluid .offset6:first-child{margin-left:51.063829787234035%;*margin-left:50.95744680851063%}
.row-fluid .offset5{margin-left:44.68085106382979%;*margin-left:44.57446808510638%}
.row-fluid .offset5:first-child{margin-left:42.5531914893617%;*margin-left:42.4468085106383%}
.row-fluid .offset4{margin-left:36.170212765957444%;*margin-left:36.06382978723405%}
.row-fluid .offset4:first-child{margin-left:34.04255319148936%;*margin-left:33.93617021276596%}
.row-fluid .offset3{margin-left:27.659574468085104%;*margin-left:27.5531914893617%}
.row-fluid .offset3:first-child{margin-left:25.53191489361702%;*margin-left:25.425531914893618%}
.row-fluid .offset2{margin-left:19.148936170212764%;*margin-left:19.04255319148936%}
.row-fluid .offset2:first-child{margin-left:17.02127659574468%;*margin-left:16.914893617021278%}
.row-fluid .offset1{margin-left:10.638297872340425%;*margin-left:10.53191489361702%}
.row-fluid .offset1:first-child{margin-left:8.51063829787234%;*margin-left:8.404255319148938%}
[class*="span"].hide,.row-fluid [class*="span"].hide{display:none}
[class*="span"].pull-right,.row-fluid [class*="span"].pull-right{float:right}
.container{margin-right:auto;margin-left:auto;*zoom:1}.container:before,.container:after{display:table;content:"";line-height:0}
.container:after{clear:both}
.container-fluid{padding-right:20px;padding-left:20px;*zoom:1}.container-fluid:before,.container-fluid:after{display:table;content:"";line-height:0}
.container-fluid:after{clear:both}
p{margin:0 0 10px}
.lead{margin-bottom:20px;font-size:19.5px;font-weight:200;line-height:30px}
small{font-size:85%}
strong{font-weight:bold}
em{font-style:italic}
cite{font-style:normal}
.muted{color:#999}
a.muted:hover,a.muted:focus{color:#808080}
.text-warning{color:#c09853}
a.text-warning:hover,a.text-warning:focus{color:#a47e3c}
.text-error{color:#b94a48}
a.text-error:hover,a.text-error:focus{color:#953b39}
.text-info{color:#3a87ad}
a.text-info:hover,a.text-info:focus{color:#2d6987}
.text-success{color:#468847}
a.text-success:hover,a.text-success:focus{color:#356635}
.text-left{text-align:left}
.text-right{text-align:right}
.text-center{text-align:center}
h1,h2,h3,h4,h5,h6{margin:10px 0;font-family:inherit;font-weight:bold;line-height:20px;color:inherit;text-rendering:optimizelegibility}h1 small,h2 small,h3 small,h4 small,h5 small,h6 small{font-weight:normal;line-height:1;color:#999}
h1,h2,h3{line-height:40px}
h1{font-size:35.75px}
h2{font-size:29.25px}
h3{font-size:22.75px}
h4{font-size:16.25px}
h5{font-size:13px}
h6{font-size:11.049999999999999px}
h1 small{font-size:22.75px}
h2 small{font-size:16.25px}
h3 small{font-size:13px}
h4 small{font-size:13px}
.page-header{padding-bottom:9px;margin:20px 0 30px;border-bottom:1px solid #eee}
ul,ol{padding:0;margin:0 0 10px 25px}
ul ul,ul ol,ol ol,ol ul{margin-bottom:0}
li{line-height:20px}
ul.unstyled,ol.unstyled{margin-left:0;list-style:none}
ul.inline,ol.inline{margin-left:0;list-style:none}ul.inline>li,ol.inline>li{display:inline-block;*display:inline;*zoom:1;padding-left:5px;padding-right:5px}
dl{margin-bottom:20px}
dt,dd{line-height:20px}
dt{font-weight:bold}
dd{margin-left:10px}
.dl-horizontal{*zoom:1}.dl-horizontal:before,.dl-horizontal:after{display:table;content:"";line-height:0}
.dl-horizontal:after{clear:both}
.dl-horizontal dt{float:left;width:160px;clear:left;text-align:right;overflow:hidden;text-overflow:ellipsis;white-space:nowrap}
.dl-horizontal dd{margin-left:180px}
hr{margin:20px 0;border:0;border-top:1px solid #eee;border-bottom:1px solid #fff}
abbr[title],abbr[data-original-title]{cursor:help;border-bottom:1px dotted #999}
abbr.initialism{font-size:90%;text-transform:uppercase}
blockquote{padding:0 0 0 15px;margin:0 0 20px;border-left:5px solid #eee}blockquote p{margin-bottom:0;font-size:16.25px;font-weight:300;line-height:1.25}
blockquote small{display:block;line-height:20px;color:#999}blockquote small:before{content:'\2014 \00A0'}
blockquote.pull-right{float:right;padding-right:15px;padding-left:0;border-right:5px solid #eee;border-left:0}blockquote.pull-right p,blockquote.pull-right small{text-align:right}
blockquote.pull-right small:before{content:''}
blockquote.pull-right small:after{content:'\00A0 \2014'}
q:before,q:after,blockquote:before,blockquote:after{content:""}
address{display:block;margin-bottom:20px;font-style:normal;line-height:20px}
code,pre{padding:0 3px 2px;font-family:monospace;font-size:11px;color:#333;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
code{padding:2px 4px;color:#d14;background-color:#f7f7f9;border:1px solid #e1e1e8;white-space:nowrap}
pre{display:block;padding:9.5px;margin:0 0 10px;font-size:12px;line-height:20px;word-break:break-all;word-wrap:break-word;white-space:pre;white-space:pre-wrap;background-color:#f5f5f5;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.15);border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}pre.prettyprint{margin-bottom:20px}
pre code{padding:0;color:inherit;white-space:pre;white-space:pre-wrap;background-color:transparent;border:0}
.pre-scrollable{max-height:340px;overflow-y:scroll}
form{margin:0 0 20px}
fieldset{padding:0;margin:0;border:0}
legend{display:block;width:100%;padding:0;margin-bottom:20px;font-size:19.5px;line-height:40px;color:#333;border:0;border-bottom:1px solid #e5e5e5}legend small{font-size:15px;color:#999}
label,input,button,select,textarea{font-size:13px;font-weight:normal;line-height:20px}
input,button,select,textarea{font-family:"Helvetica Neue",Helvetica,Arial,sans-serif}
label{display:block;margin-bottom:5px}
select,textarea,input[type="text"],input[type="password"],input[type="datetime"],input[type="datetime-local"],input[type="date"],input[type="month"],input[type="time"],input[type="week"],input[type="number"],input[type="email"],input[type="url"],input[type="search"],input[type="tel"],input[type="color"],.uneditable-input{display:inline-block;height:20px;padding:4px 6px;margin-bottom:10px;font-size:13px;line-height:20px;color:#555;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;vertical-align:middle}
input,textarea,.uneditable-input{width:206px}
textarea{height:auto}
textarea,input[type="text"],input[type="password"],input[type="datetime"],input[type="datetime-local"],input[type="date"],input[type="month"],input[type="time"],input[type="week"],input[type="number"],input[type="email"],input[type="url"],input[type="search"],input[type="tel"],input[type="color"],.uneditable-input{background-color:#fff;border:1px solid #ccc;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-webkit-transition:border linear .2s, box-shadow linear .2s;-moz-transition:border linear .2s, box-shadow linear .2s;-o-transition:border linear .2s, box-shadow linear .2s;transition:border linear .2s, box-shadow linear .2s}textarea:focus,input[type="text"]:focus,input[type="password"]:focus,input[type="datetime"]:focus,input[type="datetime-local"]:focus,input[type="date"]:focus,input[type="month"]:focus,input[type="time"]:focus,input[type="week"]:focus,input[type="number"]:focus,input[type="email"]:focus,input[type="url"]:focus,input[type="search"]:focus,input[type="tel"]:focus,input[type="color"]:focus,.uneditable-input:focus{border-color:rgba(82,168,236,0.8);outline:0;outline:thin dotted \9;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(82,168,236,.6);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(82,168,236,.6);box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(82,168,236,.6)}
input[type="radio"],input[type="checkbox"]{margin:4px 0 0;*margin-top:0;margin-top:1px \9;line-height:normal}
input[type="file"],input[type="image"],input[type="submit"],input[type="reset"],input[type="button"],input[type="radio"],input[type="checkbox"]{width:auto}
select,input[type="file"]{height:30px;*margin-top:4px;line-height:30px}
select{width:220px;border:1px solid #ccc;background-color:#fff}
select[multiple],select[size]{height:auto}
select:focus,input[type="file"]:focus,input[type="radio"]:focus,input[type="checkbox"]:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}
.uneditable-input,.uneditable-textarea{color:#999;background-color:#fcfcfc;border-color:#ccc;-webkit-box-shadow:inset 0 1px 2px rgba(0,0,0,0.025);-moz-box-shadow:inset 0 1px 2px rgba(0,0,0,0.025);box-shadow:inset 0 1px 2px rgba(0,0,0,0.025);cursor:not-allowed}
.uneditable-input{overflow:hidden;white-space:nowrap}
.uneditable-textarea{width:auto;height:auto}
input:-moz-placeholder,textarea:-moz-placeholder{color:#999}
input:-ms-input-placeholder,textarea:-ms-input-placeholder{color:#999}
input::-webkit-input-placeholder,textarea::-webkit-input-placeholder{color:#999}
.radio,.checkbox{min-height:20px;padding-left:20px}
.radio input[type="radio"],.checkbox input[type="checkbox"]{float:left;margin-left:-20px}
.controls>.radio:first-child,.controls>.checkbox:first-child{padding-top:5px}
.radio.inline,.checkbox.inline{display:inline-block;padding-top:5px;margin-bottom:0;vertical-align:middle}
.radio.inline+.radio.inline,.checkbox.inline+.checkbox.inline{margin-left:10px}
.input-mini{width:60px}
.input-small{width:90px}
.input-medium{width:150px}
.input-large{width:210px}
.input-xlarge{width:270px}
.input-xxlarge{width:530px}
input[class*="span"],select[class*="span"],textarea[class*="span"],.uneditable-input[class*="span"],.row-fluid input[class*="span"],.row-fluid select[class*="span"],.row-fluid textarea[class*="span"],.row-fluid .uneditable-input[class*="span"]{float:none;margin-left:0}
.input-append input[class*="span"],.input-append .uneditable-input[class*="span"],.input-prepend input[class*="span"],.input-prepend .uneditable-input[class*="span"],.row-fluid input[class*="span"],.row-fluid select[class*="span"],.row-fluid textarea[class*="span"],.row-fluid .uneditable-input[class*="span"],.row-fluid .input-prepend [class*="span"],.row-fluid .input-append [class*="span"]{display:inline-block}
input,textarea,.uneditable-input{margin-left:0}
.controls-row [class*="span"]+[class*="span"]{margin-left:20px}
input.span12,textarea.span12,.uneditable-input.span12{width:926px}
input.span11,textarea.span11,.uneditable-input.span11{width:846px}
input.span10,textarea.span10,.uneditable-input.span10{width:766px}
input.span9,textarea.span9,.uneditable-input.span9{width:686px}
input.span8,textarea.span8,.uneditable-input.span8{width:606px}
input.span7,textarea.span7,.uneditable-input.span7{width:526px}
input.span6,textarea.span6,.uneditable-input.span6{width:446px}
input.span5,textarea.span5,.uneditable-input.span5{width:366px}
input.span4,textarea.span4,.uneditable-input.span4{width:286px}
input.span3,textarea.span3,.uneditable-input.span3{width:206px}
input.span2,textarea.span2,.uneditable-input.span2{width:126px}
input.span1,textarea.span1,.uneditable-input.span1{width:46px}
.controls-row{*zoom:1}.controls-row:before,.controls-row:after{display:table;content:"";line-height:0}
.controls-row:after{clear:both}
.controls-row [class*="span"],.row-fluid .controls-row [class*="span"]{float:left}
.controls-row .checkbox[class*="span"],.controls-row .radio[class*="span"]{padding-top:5px}
input[disabled],select[disabled],textarea[disabled],input[readonly],select[readonly],textarea[readonly]{cursor:not-allowed;background-color:#eee}
input[type="radio"][disabled],input[type="checkbox"][disabled],input[type="radio"][readonly],input[type="checkbox"][readonly]{background-color:transparent}
.control-group.warning .control-label,.control-group.warning .help-block,.control-group.warning .help-inline{color:#c09853}
.control-group.warning .checkbox,.control-group.warning .radio,.control-group.warning input,.control-group.warning select,.control-group.warning textarea{color:#c09853}
.control-group.warning input,.control-group.warning select,.control-group.warning textarea{border-color:#c09853;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.control-group.warning input:focus,.control-group.warning select:focus,.control-group.warning textarea:focus{border-color:#a47e3c;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #dbc59e;-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #dbc59e;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #dbc59e}
.control-group.warning .input-prepend .add-on,.control-group.warning .input-append .add-on{color:#c09853;background-color:#fcf8e3;border-color:#c09853}
.control-group.error .control-label,.control-group.error .help-block,.control-group.error .help-inline{color:#b94a48}
.control-group.error .checkbox,.control-group.error .radio,.control-group.error input,.control-group.error select,.control-group.error textarea{color:#b94a48}
.control-group.error input,.control-group.error select,.control-group.error textarea{border-color:#b94a48;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.control-group.error input:focus,.control-group.error select:focus,.control-group.error textarea:focus{border-color:#953b39;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #d59392;-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #d59392;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #d59392}
.control-group.error .input-prepend .add-on,.control-group.error .input-append .add-on{color:#b94a48;background-color:#f2dede;border-color:#b94a48}
.control-group.success .control-label,.control-group.success .help-block,.control-group.success .help-inline{color:#468847}
.control-group.success .checkbox,.control-group.success .radio,.control-group.success input,.control-group.success select,.control-group.success textarea{color:#468847}
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.control-group.success .input-prepend .add-on,.control-group.success .input-append .add-on{color:#468847;background-color:#dff0d8;border-color:#468847}
.control-group.info .control-label,.control-group.info .help-block,.control-group.info .help-inline{color:#3a87ad}
.control-group.info .checkbox,.control-group.info .radio,.control-group.info input,.control-group.info select,.control-group.info textarea{color:#3a87ad}
.control-group.info input,.control-group.info select,.control-group.info textarea{border-color:#3a87ad;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.control-group.info input:focus,.control-group.info select:focus,.control-group.info textarea:focus{border-color:#2d6987;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #7ab5d3;-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #7ab5d3;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #7ab5d3}
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input:focus:invalid,textarea:focus:invalid,select:focus:invalid{color:#b94a48;border-color:#ee5f5b}input:focus:invalid:focus,textarea:focus:invalid:focus,select:focus:invalid:focus{border-color:#e9322d;-webkit-box-shadow:0 0 6px #f8b9b7;-moz-box-shadow:0 0 6px #f8b9b7;box-shadow:0 0 6px #f8b9b7}
.form-actions{padding:19px 20px 20px;margin-top:20px;margin-bottom:20px;background-color:#f5f5f5;border-top:1px solid #e5e5e5;*zoom:1}.form-actions:before,.form-actions:after{display:table;content:"";line-height:0}
.form-actions:after{clear:both}
.help-block,.help-inline{color:#262626}
.help-block{display:block;margin-bottom:10px}
.help-inline{display:inline-block;*display:inline;*zoom:1;vertical-align:middle;padding-left:5px}
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.input-append .add-on,.input-prepend .add-on{display:inline-block;width:auto;height:20px;min-width:16px;padding:4px 5px;font-size:13px;font-weight:normal;line-height:20px;text-align:center;text-shadow:0 1px 0 #fff;background-color:#eee;border:1px solid #ccc}
.input-append .add-on,.input-prepend .add-on,.input-append .btn,.input-prepend .btn,.input-append .btn-group>.dropdown-toggle,.input-prepend .btn-group>.dropdown-toggle{vertical-align:top;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.input-append .active,.input-prepend .active{background-color:#a9dba9;border-color:#46a546}
.input-prepend .add-on,.input-prepend .btn{margin-right:-1px}
.input-prepend .add-on:first-child,.input-prepend .btn:first-child{border-radius:4px 0 0 4px;-webkit-border-radius:4px 0 0 4px;-moz-border-radius:4px 0 0 4px;border-radius:4px 0 0 4px}
.input-append input,.input-append select,.input-append .uneditable-input{border-radius:4px 0 0 4px;-webkit-border-radius:4px 0 0 4px;-moz-border-radius:4px 0 0 4px;border-radius:4px 0 0 4px}.input-append input+.btn-group .btn:last-child,.input-append select+.btn-group .btn:last-child,.input-append .uneditable-input+.btn-group .btn:last-child{border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.input-append .add-on,.input-append .btn,.input-append .btn-group{margin-left:-1px}
.input-append .add-on:last-child,.input-append .btn:last-child,.input-append .btn-group:last-child>.dropdown-toggle{border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.input-prepend.input-append input,.input-prepend.input-append select,.input-prepend.input-append .uneditable-input{border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}.input-prepend.input-append input+.btn-group .btn,.input-prepend.input-append select+.btn-group .btn,.input-prepend.input-append .uneditable-input+.btn-group .btn{border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.input-prepend.input-append .add-on:first-child,.input-prepend.input-append .btn:first-child{margin-right:-1px;border-radius:4px 0 0 4px;-webkit-border-radius:4px 0 0 4px;-moz-border-radius:4px 0 0 4px;border-radius:4px 0 0 4px}
.input-prepend.input-append .add-on:last-child,.input-prepend.input-append .btn:last-child{margin-left:-1px;border-radius:0 4px 4px 0;-webkit-border-radius:0 4px 4px 0;-moz-border-radius:0 4px 4px 0;border-radius:0 4px 4px 0}
.input-prepend.input-append .btn-group:first-child{margin-left:0}
input.search-query{padding-right:14px;padding-right:4px \9;padding-left:14px;padding-left:4px \9;margin-bottom:0;border-radius:15px;-webkit-border-radius:15px;-moz-border-radius:15px;border-radius:15px}
.form-search .input-append .search-query,.form-search .input-prepend .search-query{border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.form-search .input-append .search-query{border-radius:14px 0 0 14px;-webkit-border-radius:14px 0 0 14px;-moz-border-radius:14px 0 0 14px;border-radius:14px 0 0 14px}
.form-search .input-append .btn{border-radius:0 14px 14px 0;-webkit-border-radius:0 14px 14px 0;-moz-border-radius:0 14px 14px 0;border-radius:0 14px 14px 0}
.form-search .input-prepend .search-query{border-radius:0 14px 14px 0;-webkit-border-radius:0 14px 14px 0;-moz-border-radius:0 14px 14px 0;border-radius:0 14px 14px 0}
.form-search .input-prepend .btn{border-radius:14px 0 0 14px;-webkit-border-radius:14px 0 0 14px;-moz-border-radius:14px 0 0 14px;border-radius:14px 0 0 14px}
.form-search input,.form-inline input,.form-horizontal input,.form-search textarea,.form-inline textarea,.form-horizontal textarea,.form-search select,.form-inline select,.form-horizontal select,.form-search .help-inline,.form-inline .help-inline,.form-horizontal .help-inline,.form-search .uneditable-input,.form-inline .uneditable-input,.form-horizontal .uneditable-input,.form-search .input-prepend,.form-inline .input-prepend,.form-horizontal .input-prepend,.form-search .input-append,.form-inline .input-append,.form-horizontal .input-append{display:inline-block;*display:inline;*zoom:1;margin-bottom:0;vertical-align:middle}
.form-search .hide,.form-inline .hide,.form-horizontal .hide{display:none}
.form-search label,.form-inline label,.form-search .btn-group,.form-inline .btn-group{display:inline-block}
.form-search .input-append,.form-inline .input-append,.form-search .input-prepend,.form-inline .input-prepend{margin-bottom:0}
.form-search .radio,.form-search .checkbox,.form-inline .radio,.form-inline .checkbox{padding-left:0;margin-bottom:0;vertical-align:middle}
.form-search .radio input[type="radio"],.form-search .checkbox input[type="checkbox"],.form-inline .radio input[type="radio"],.form-inline .checkbox input[type="checkbox"]{float:left;margin-right:3px;margin-left:0}
.control-group{margin-bottom:10px}
legend+.control-group{margin-top:20px;-webkit-margin-top-collapse:separate}
.form-horizontal .control-group{margin-bottom:20px;*zoom:1}.form-horizontal .control-group:before,.form-horizontal .control-group:after{display:table;content:"";line-height:0}
.form-horizontal .control-group:after{clear:both}
.form-horizontal .control-label{float:left;width:160px;padding-top:5px;text-align:right}
.form-horizontal .controls{*display:inline-block;*padding-left:20px;margin-left:180px;*margin-left:0}.form-horizontal .controls:first-child{*padding-left:180px}
.form-horizontal .help-block{margin-bottom:0}
.form-horizontal input+.help-block,.form-horizontal select+.help-block,.form-horizontal textarea+.help-block,.form-horizontal .uneditable-input+.help-block,.form-horizontal .input-prepend+.help-block,.form-horizontal .input-append+.help-block{margin-top:10px}
.form-horizontal .form-actions{padding-left:180px}
table{max-width:100%;background-color:transparent;border-collapse:collapse;border-spacing:0}
.table{width:100%;margin-bottom:20px}.table th,.table td{padding:8px;line-height:20px;text-align:left;vertical-align:top;border-top:1px solid #ddd}
.table th{font-weight:bold}
.table thead th{vertical-align:bottom}
.table caption+thead tr:first-child th,.table caption+thead tr:first-child td,.table colgroup+thead tr:first-child th,.table colgroup+thead tr:first-child td,.table thead:first-child tr:first-child th,.table thead:first-child tr:first-child td{border-top:0}
.table tbody+tbody{border-top:2px solid #ddd}
.table .table{background-color:#fff}
.table-condensed th,.table-condensed td{padding:4px 5px}
.table-bordered{border:1px solid #ddd;border-collapse:separate;*border-collapse:collapse;border-left:0;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}.table-bordered th,.table-bordered td{border-left:1px solid #ddd}
.table-bordered caption+thead tr:first-child th,.table-bordered caption+tbody tr:first-child th,.table-bordered caption+tbody tr:first-child td,.table-bordered colgroup+thead tr:first-child th,.table-bordered colgroup+tbody tr:first-child th,.table-bordered colgroup+tbody tr:first-child td,.table-bordered thead:first-child tr:first-child th,.table-bordered tbody:first-child tr:first-child th,.table-bordered tbody:first-child tr:first-child td{border-top:0}
.table-bordered thead:first-child tr:first-child>th:first-child,.table-bordered tbody:first-child tr:first-child>td:first-child,.table-bordered tbody:first-child tr:first-child>th:first-child{-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px}
.table-bordered thead:first-child tr:first-child>th:last-child,.table-bordered tbody:first-child tr:first-child>td:last-child,.table-bordered tbody:first-child tr:first-child>th:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px}
.table-bordered thead:last-child tr:last-child>th:first-child,.table-bordered tbody:last-child tr:last-child>td:first-child,.table-bordered tbody:last-child tr:last-child>th:first-child,.table-bordered tfoot:last-child tr:last-child>td:first-child,.table-bordered tfoot:last-child tr:last-child>th:first-child{-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.table-bordered thead:last-child tr:last-child>th:last-child,.table-bordered tbody:last-child tr:last-child>td:last-child,.table-bordered tbody:last-child tr:last-child>th:last-child,.table-bordered tfoot:last-child tr:last-child>td:last-child,.table-bordered tfoot:last-child tr:last-child>th:last-child{-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px}
.table-bordered tfoot+tbody:last-child tr:last-child td:first-child{-webkit-border-bottom-left-radius:0;-moz-border-radius-bottomleft:0;border-bottom-left-radius:0}
.table-bordered tfoot+tbody:last-child tr:last-child td:last-child{-webkit-border-bottom-right-radius:0;-moz-border-radius-bottomright:0;border-bottom-right-radius:0}
.table-bordered caption+thead tr:first-child th:first-child,.table-bordered caption+tbody tr:first-child td:first-child,.table-bordered colgroup+thead tr:first-child th:first-child,.table-bordered colgroup+tbody tr:first-child td:first-child{-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px}
.table-bordered caption+thead tr:first-child th:last-child,.table-bordered caption+tbody tr:first-child td:last-child,.table-bordered colgroup+thead tr:first-child th:last-child,.table-bordered colgroup+tbody tr:first-child td:last-child{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px}
.table-striped tbody>tr:nth-child(odd)>td,.table-striped tbody>tr:nth-child(odd)>th{background-color:#f9f9f9}
.table-hover tbody tr:hover>td,.table-hover tbody tr:hover>th{background-color:#f5f5f5}
table td[class*="span"],table th[class*="span"],.row-fluid table td[class*="span"],.row-fluid table th[class*="span"]{display:table-cell;float:none;margin-left:0}
.table td.span1,.table th.span1{float:none;width:44px;margin-left:0}
.table td.span2,.table th.span2{float:none;width:124px;margin-left:0}
.table td.span3,.table th.span3{float:none;width:204px;margin-left:0}
.table td.span4,.table th.span4{float:none;width:284px;margin-left:0}
.table td.span5,.table th.span5{float:none;width:364px;margin-left:0}
.table td.span6,.table th.span6{float:none;width:444px;margin-left:0}
.table td.span7,.table th.span7{float:none;width:524px;margin-left:0}
.table td.span8,.table th.span8{float:none;width:604px;margin-left:0}
.table td.span9,.table th.span9{float:none;width:684px;margin-left:0}
.table td.span10,.table th.span10{float:none;width:764px;margin-left:0}
.table td.span11,.table th.span11{float:none;width:844px;margin-left:0}
.table td.span12,.table th.span12{float:none;width:924px;margin-left:0}
.table tbody tr.success>td{background-color:#dff0d8}
.table tbody tr.error>td{background-color:#f2dede}
.table tbody tr.warning>td{background-color:#fcf8e3}
.table tbody tr.info>td{background-color:#d9edf7}
.table-hover tbody tr.success:hover>td{background-color:#d0e9c6}
.table-hover tbody tr.error:hover>td{background-color:#ebcccc}
.table-hover tbody tr.warning:hover>td{background-color:#faf2cc}
.table-hover tbody tr.info:hover>td{background-color:#c4e3f3}
[class^="icon-"],[class*=" icon-"]{display:inline-block;width:14px;height:14px;*margin-right:.3em;line-height:14px;vertical-align:text-top;background-image:url("../img/glyphicons-halflings.png");background-position:14px 14px;background-repeat:no-repeat;margin-top:1px}
.icon-white,.nav-pills>.active>a>[class^="icon-"],.nav-pills>.active>a>[class*=" icon-"],.nav-list>.active>a>[class^="icon-"],.nav-list>.active>a>[class*=" icon-"],.navbar-inverse .nav>.active>a>[class^="icon-"],.navbar-inverse .nav>.active>a>[class*=" icon-"],.dropdown-menu>li>a:hover>[class^="icon-"],.dropdown-menu>li>a:focus>[class^="icon-"],.dropdown-menu>li>a:hover>[class*=" icon-"],.dropdown-menu>li>a:focus>[class*=" icon-"],.dropdown-menu>.active>a>[class^="icon-"],.dropdown-menu>.active>a>[class*=" icon-"],.dropdown-submenu:hover>a>[class^="icon-"],.dropdown-submenu:focus>a>[class^="icon-"],.dropdown-submenu:hover>a>[class*=" icon-"],.dropdown-submenu:focus>a>[class*=" icon-"]{background-image:url("../img/glyphicons-halflings-white.png")}
.icon-glass{background-position:0 0}
.icon-music{background-position:-24px 0}
.icon-search{background-position:-48px 0}
.icon-envelope{background-position:-72px 0}
.icon-heart{background-position:-96px 0}
.icon-star{background-position:-120px 0}
.icon-star-empty{background-position:-144px 0}
.icon-user{background-position:-168px 0}
.icon-film{background-position:-192px 0}
.icon-th-large{background-position:-216px 0}
.icon-th{background-position:-240px 0}
.icon-th-list{background-position:-264px 0}
.icon-ok{background-position:-288px 0}
.icon-remove{background-position:-312px 0}
.icon-zoom-in{background-position:-336px 0}
.icon-zoom-out{background-position:-360px 0}
.icon-off{background-position:-384px 0}
.icon-signal{background-position:-408px 0}
.icon-cog{background-position:-432px 0}
.icon-trash{background-position:-456px 0}
.icon-home{background-position:0 -24px}
.icon-file{background-position:-24px -24px}
.icon-time{background-position:-48px -24px}
.icon-road{background-position:-72px -24px}
.icon-download-alt{background-position:-96px -24px}
.icon-download{background-position:-120px -24px}
.icon-upload{background-position:-144px -24px}
.icon-inbox{background-position:-168px -24px}
.icon-play-circle{background-position:-192px -24px}
.icon-repeat{background-position:-216px -24px}
.icon-refresh{background-position:-240px -24px}
.icon-list-alt{background-position:-264px -24px}
.icon-lock{background-position:-287px -24px}
.icon-flag{background-position:-312px -24px}
.icon-headphones{background-position:-336px -24px}
.icon-volume-off{background-position:-360px -24px}
.icon-volume-down{background-position:-384px -24px}
.icon-volume-up{background-position:-408px -24px}
.icon-qrcode{background-position:-432px -24px}
.icon-barcode{background-position:-456px -24px}
.icon-tag{background-position:0 -48px}
.icon-tags{background-position:-25px -48px}
.icon-book{background-position:-48px -48px}
.icon-bookmark{background-position:-72px -48px}
.icon-print{background-position:-96px -48px}
.icon-camera{background-position:-120px -48px}
.icon-font{background-position:-144px -48px}
.icon-bold{background-position:-167px -48px}
.icon-italic{background-position:-192px -48px}
.icon-text-height{background-position:-216px -48px}
.icon-text-width{background-position:-240px -48px}
.icon-align-left{background-position:-264px -48px}
.icon-align-center{background-position:-288px -48px}
.icon-align-right{background-position:-312px -48px}
.icon-align-justify{background-position:-336px -48px}
.icon-list{background-position:-360px -48px}
.icon-indent-left{background-position:-384px -48px}
.icon-indent-right{background-position:-408px -48px}
.icon-facetime-video{background-position:-432px -48px}
.icon-picture{background-position:-456px -48px}
.icon-pencil{background-position:0 -72px}
.icon-map-marker{background-position:-24px -72px}
.icon-adjust{background-position:-48px -72px}
.icon-tint{background-position:-72px -72px}
.icon-edit{background-position:-96px -72px}
.icon-share{background-position:-120px -72px}
.icon-check{background-position:-144px -72px}
.icon-move{background-position:-168px -72px}
.icon-step-backward{background-position:-192px -72px}
.icon-fast-backward{background-position:-216px -72px}
.icon-backward{background-position:-240px -72px}
.icon-play{background-position:-264px -72px}
.icon-pause{background-position:-288px -72px}
.icon-stop{background-position:-312px -72px}
.icon-forward{background-position:-336px -72px}
.icon-fast-forward{background-position:-360px -72px}
.icon-step-forward{background-position:-384px -72px}
.icon-eject{background-position:-408px -72px}
.icon-chevron-left{background-position:-432px -72px}
.icon-chevron-right{background-position:-456px -72px}
.icon-plus-sign{background-position:0 -96px}
.icon-minus-sign{background-position:-24px -96px}
.icon-remove-sign{background-position:-48px -96px}
.icon-ok-sign{background-position:-72px -96px}
.icon-question-sign{background-position:-96px -96px}
.icon-info-sign{background-position:-120px -96px}
.icon-screenshot{background-position:-144px -96px}
.icon-remove-circle{background-position:-168px -96px}
.icon-ok-circle{background-position:-192px -96px}
.icon-ban-circle{background-position:-216px -96px}
.icon-arrow-left{background-position:-240px -96px}
.icon-arrow-right{background-position:-264px -96px}
.icon-arrow-up{background-position:-289px -96px}
.icon-arrow-down{background-position:-312px -96px}
.icon-share-alt{background-position:-336px -96px}
.icon-resize-full{background-position:-360px -96px}
.icon-resize-small{background-position:-384px -96px}
.icon-plus{background-position:-408px -96px}
.icon-minus{background-position:-433px -96px}
.icon-asterisk{background-position:-456px -96px}
.icon-exclamation-sign{background-position:0 -120px}
.icon-gift{background-position:-24px -120px}
.icon-leaf{background-position:-48px -120px}
.icon-fire{background-position:-72px -120px}
.icon-eye-open{background-position:-96px -120px}
.icon-eye-close{background-position:-120px -120px}
.icon-warning-sign{background-position:-144px -120px}
.icon-plane{background-position:-168px -120px}
.icon-calendar{background-position:-192px -120px}
.icon-random{background-position:-216px -120px;width:16px}
.icon-comment{background-position:-240px -120px}
.icon-magnet{background-position:-264px -120px}
.icon-chevron-up{background-position:-288px -120px}
.icon-chevron-down{background-position:-313px -119px}
.icon-retweet{background-position:-336px -120px}
.icon-shopping-cart{background-position:-360px -120px}
.icon-folder-close{background-position:-384px -120px;width:16px}
.icon-folder-open{background-position:-408px -120px;width:16px}
.icon-resize-vertical{background-position:-432px -119px}
.icon-resize-horizontal{background-position:-456px -118px}
.icon-hdd{background-position:0 -144px}
.icon-bullhorn{background-position:-24px -144px}
.icon-bell{background-position:-48px -144px}
.icon-certificate{background-position:-72px -144px}
.icon-thumbs-up{background-position:-96px -144px}
.icon-thumbs-down{background-position:-120px -144px}
.icon-hand-right{background-position:-144px -144px}
.icon-hand-left{background-position:-168px -144px}
.icon-hand-up{background-position:-192px -144px}
.icon-hand-down{background-position:-216px -144px}
.icon-circle-arrow-right{background-position:-240px -144px}
.icon-circle-arrow-left{background-position:-264px -144px}
.icon-circle-arrow-up{background-position:-288px -144px}
.icon-circle-arrow-down{background-position:-312px -144px}
.icon-globe{background-position:-336px -144px}
.icon-wrench{background-position:-360px -144px}
.icon-tasks{background-position:-384px -144px}
.icon-filter{background-position:-408px -144px}
.icon-briefcase{background-position:-432px -144px}
.icon-fullscreen{background-position:-456px -144px}
.dropup,.dropdown{position:relative}
.dropdown-toggle{*margin-bottom:-3px}
.dropdown-toggle:active,.open .dropdown-toggle{outline:0}
.caret{display:inline-block;width:0;height:0;vertical-align:top;border-top:4px solid #000;border-right:4px solid transparent;border-left:4px solid transparent;content:""}
.dropdown .caret{margin-top:8px;margin-left:2px}
.dropdown-menu{position:absolute;top:100%;left:0;z-index:1000;display:none;float:left;min-width:160px;padding:5px 0;margin:2px 0 0;list-style:none;background-color:#fff;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.2);*border-right-width:2px;*border-bottom-width:2px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0,0,0,0.2);-moz-box-shadow:0 5px 10px rgba(0,0,0,0.2);box-shadow:0 5px 10px rgba(0,0,0,0.2);-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box}.dropdown-menu.pull-right{right:0;left:auto}
.dropdown-menu .divider{*width:100%;height:1px;margin:9px 1px;*margin:-5px 0 5px;overflow:hidden;background-color:#e5e5e5;border-bottom:1px solid #fff}
.dropdown-menu>li>a{display:block;padding:3px 20px;clear:both;font-weight:normal;line-height:20px;color:#333;white-space:nowrap}
.dropdown-menu>li>a:hover,.dropdown-menu>li>a:focus,.dropdown-submenu:hover>a,.dropdown-submenu:focus>a{text-decoration:none;color:#fff;background-color:#0081c2;background-image:-moz-linear-gradient(top, #08c, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#08c), to(#0077b3));background-image:-webkit-linear-gradient(top, #08c, #0077b3);background-image:-o-linear-gradient(top, #08c, #0077b3);background-image:linear-gradient(to bottom, #08c, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0)}
.dropdown-menu>.active>a,.dropdown-menu>.active>a:hover,.dropdown-menu>.active>a:focus{color:#fff;text-decoration:none;outline:0;background-color:#0081c2;background-image:-moz-linear-gradient(top, #08c, #0077b3);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#08c), to(#0077b3));background-image:-webkit-linear-gradient(top, #08c, #0077b3);background-image:-o-linear-gradient(top, #08c, #0077b3);background-image:linear-gradient(to bottom, #08c, #0077b3);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0077b3', GradientType=0)}
.dropdown-menu>.disabled>a,.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{color:#999}
.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{text-decoration:none;background-color:transparent;background-image:none;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);cursor:default}
.open{*z-index:1000}.open>.dropdown-menu{display:block}
.dropdown-backdrop{position:fixed;left:0;right:0;bottom:0;top:0;z-index:990}
.pull-right>.dropdown-menu{right:0;left:auto}
.dropup .caret,.navbar-fixed-bottom .dropdown .caret{border-top:0;border-bottom:4px solid #000;content:""}
.dropup .dropdown-menu,.navbar-fixed-bottom .dropdown .dropdown-menu{top:auto;bottom:100%;margin-bottom:1px}
.dropdown-submenu{position:relative}
.dropdown-submenu>.dropdown-menu{top:0;left:100%;margin-top:-6px;margin-left:-1px;border-radius:0 6px 6px 6px;-webkit-border-radius:0 6px 6px 6px;-moz-border-radius:0 6px 6px 6px;border-radius:0 6px 6px 6px}
.dropdown-submenu:hover>.dropdown-menu{display:block}
.dropup .dropdown-submenu>.dropdown-menu{top:auto;bottom:0;margin-top:0;margin-bottom:-2px;border-radius:5px 5px 5px 0;-webkit-border-radius:5px 5px 5px 0;-moz-border-radius:5px 5px 5px 0;border-radius:5px 5px 5px 0}
.dropdown-submenu>a:after{display:block;content:" ";float:right;width:0;height:0;border-color:transparent;border-style:solid;border-width:5px 0 5px 5px;border-left-color:#ccc;margin-top:5px;margin-right:-10px}
.dropdown-submenu:hover>a:after{border-left-color:#fff}
.dropdown-submenu.pull-left{float:none}.dropdown-submenu.pull-left>.dropdown-menu{left:-100%;margin-left:10px;border-radius:6px 0 6px 6px;-webkit-border-radius:6px 0 6px 6px;-moz-border-radius:6px 0 6px 6px;border-radius:6px 0 6px 6px}
.dropdown .dropdown-menu .nav-header{padding-left:20px;padding-right:20px}
.typeahead{z-index:1051;margin-top:2px;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.well{min-height:20px;padding:19px;margin-bottom:20px;background-color:#f5f5f5;border:1px solid #e3e3e3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.05);-moz-box-shadow:inset 0 1px 1px rgba(0,0,0,0.05);box-shadow:inset 0 1px 1px rgba(0,0,0,0.05)}.well blockquote{border-color:#ddd;border-color:rgba(0,0,0,0.15)}
.well-large{padding:24px;border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}
.well-small{padding:9px;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.fade{opacity:0;-webkit-transition:opacity .15s linear;-moz-transition:opacity .15s linear;-o-transition:opacity .15s linear;transition:opacity .15s linear}.fade.in{opacity:1}
.collapse{position:relative;height:0;overflow:hidden;-webkit-transition:height .35s ease;-moz-transition:height .35s ease;-o-transition:height .35s ease;transition:height .35s ease}.collapse.in{height:auto}
.close{float:right;font-size:20px;font-weight:bold;line-height:20px;color:#000;text-shadow:0 1px 0 #fff;opacity:.2;filter:alpha(opacity=20)}.close:hover,.close:focus{color:#000;text-decoration:none;cursor:pointer;opacity:.4;filter:alpha(opacity=40)}
button.close{padding:0;cursor:pointer;background:transparent;border:0;-webkit-appearance:none}
.btn{display:inline-block;*display:inline;*zoom:1;padding:4px 12px;margin-bottom:0;font-size:13px;line-height:20px;text-align:center;vertical-align:middle;cursor:pointer;color:#333;text-shadow:0 1px 1px rgba(255,255,255,0.75);background-color:#f5f5f5;background-image:-moz-linear-gradient(top, #fff, #e6e6e6);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fff), to(#e6e6e6));background-image:-webkit-linear-gradient(top, #fff, #e6e6e6);background-image:-o-linear-gradient(top, #fff, #e6e6e6);background-image:linear-gradient(to bottom, #fff, #e6e6e6);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffffffff', endColorstr='#ffe6e6e6', GradientType=0);border-color:#e6e6e6 #e6e6e6 #bfbfbf;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#e6e6e6;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);border:1px solid #ccc;*border:0;border-bottom-color:#b3b3b3;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;*margin-left:.3em;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05)}.btn:hover,.btn:focus,.btn:active,.btn.active,.btn.disabled,.btn[disabled]{color:#333;background-color:#e6e6e6;*background-color:#d9d9d9}
.btn:active,.btn.active{background-color:#ccc \9}
.btn:first-child{*margin-left:0}
.btn:hover,.btn:focus{color:#333;text-decoration:none;background-position:0 -15px;-webkit-transition:background-position .1s linear;-moz-transition:background-position .1s linear;-o-transition:background-position .1s linear;transition:background-position .1s linear}
.btn:focus{outline:thin dotted #333;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}
.btn.active,.btn:active{background-image:none;outline:0;-webkit-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05)}
.btn.disabled,.btn[disabled]{cursor:default;background-image:none;opacity:.65;filter:alpha(opacity=65);-webkit-box-shadow:none;-moz-box-shadow:none;box-shadow:none}
.btn-large{padding:11px 19px;font-size:16.25px;border-radius:6px;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px}
.btn-large [class^="icon-"],.btn-large [class*=" icon-"]{margin-top:4px}
.btn-small{padding:2px 10px;font-size:11.049999999999999px;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.btn-small [class^="icon-"],.btn-small [class*=" icon-"]{margin-top:0}
.btn-mini [class^="icon-"],.btn-mini [class*=" icon-"]{margin-top:-1px}
.btn-mini{padding:0 6px;font-size:9.75px;border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.btn-block{display:block;width:100%;padding-left:0;padding-right:0;-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}
.btn-block+.btn-block{margin-top:5px}
input[type="submit"].btn-block,input[type="reset"].btn-block,input[type="button"].btn-block{width:100%}
.btn-primary.active,.btn-warning.active,.btn-danger.active,.btn-success.active,.btn-info.active,.btn-inverse.active{color:rgba(255,255,255,0.75)}
.btn-primary{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#006dcc;background-image:-moz-linear-gradient(top, #08c, #04c);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#08c), to(#04c));background-image:-webkit-linear-gradient(top, #08c, #04c);background-image:-o-linear-gradient(top, #08c, #04c);background-image:linear-gradient(to bottom, #08c, #04c);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff0088cc', endColorstr='#ff0044cc', GradientType=0);border-color:#04c #04c #002a80;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#04c;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-primary:hover,.btn-primary:focus,.btn-primary:active,.btn-primary.active,.btn-primary.disabled,.btn-primary[disabled]{color:#fff;background-color:#04c;*background-color:#003bb3}
.btn-primary:active,.btn-primary.active{background-color:#039 \9}
.btn-warning{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#faa732;background-image:-moz-linear-gradient(top, #fbb450, #f89406);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fbb450), to(#f89406));background-image:-webkit-linear-gradient(top, #fbb450, #f89406);background-image:-o-linear-gradient(top, #fbb450, #f89406);background-image:linear-gradient(to bottom, #fbb450, #f89406);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffbb450', endColorstr='#fff89406', GradientType=0);border-color:#f89406 #f89406 #ad6704;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#f89406;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-warning:hover,.btn-warning:focus,.btn-warning:active,.btn-warning.active,.btn-warning.disabled,.btn-warning[disabled]{color:#fff;background-color:#f89406;*background-color:#df8505}
.btn-warning:active,.btn-warning.active{background-color:#c67605 \9}
.btn-danger{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#da4f49;background-image:-moz-linear-gradient(top, #ee5f5b, #bd362f);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ee5f5b), to(#bd362f));background-image:-webkit-linear-gradient(top, #ee5f5b, #bd362f);background-image:-o-linear-gradient(top, #ee5f5b, #bd362f);background-image:linear-gradient(to bottom, #ee5f5b, #bd362f);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffee5f5b', endColorstr='#ffbd362f', GradientType=0);border-color:#bd362f #bd362f #802420;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#bd362f;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-danger:hover,.btn-danger:focus,.btn-danger:active,.btn-danger.active,.btn-danger.disabled,.btn-danger[disabled]{color:#fff;background-color:#bd362f;*background-color:#a9302a}
.btn-danger:active,.btn-danger.active{background-color:#942a25 \9}
.btn-success{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#5bb75b;background-image:-moz-linear-gradient(top, #62c462, #51a351);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#62c462), to(#51a351));background-image:-webkit-linear-gradient(top, #62c462, #51a351);background-image:-o-linear-gradient(top, #62c462, #51a351);background-image:linear-gradient(to bottom, #62c462, #51a351);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff62c462', endColorstr='#ff51a351', GradientType=0);border-color:#51a351 #51a351 #387038;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#51a351;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-success:hover,.btn-success:focus,.btn-success:active,.btn-success.active,.btn-success.disabled,.btn-success[disabled]{color:#fff;background-color:#51a351;*background-color:#499249}
.btn-success:active,.btn-success.active{background-color:#408140 \9}
.btn-info{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#49afcd;background-image:-moz-linear-gradient(top, #5bc0de, #2f96b4);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#5bc0de), to(#2f96b4));background-image:-webkit-linear-gradient(top, #5bc0de, #2f96b4);background-image:-o-linear-gradient(top, #5bc0de, #2f96b4);background-image:linear-gradient(to bottom, #5bc0de, #2f96b4);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff2f96b4', GradientType=0);border-color:#2f96b4 #2f96b4 #1f6377;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#2f96b4;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-info:hover,.btn-info:focus,.btn-info:active,.btn-info.active,.btn-info.disabled,.btn-info[disabled]{color:#fff;background-color:#2f96b4;*background-color:#2a85a0}
.btn-info:active,.btn-info.active{background-color:#24748c \9}
.btn-inverse{color:#fff;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#363636;background-image:-moz-linear-gradient(top, #444, #222);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#444), to(#222));background-image:-webkit-linear-gradient(top, #444, #222);background-image:-o-linear-gradient(top, #444, #222);background-image:linear-gradient(to bottom, #444, #222);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff444444', endColorstr='#ff222222', GradientType=0);border-color:#222 #222 #000;border-color:rgba(0,0,0,0.1) rgba(0,0,0,0.1) rgba(0,0,0,0.25);*background-color:#222;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false)}.btn-inverse:hover,.btn-inverse:focus,.btn-inverse:active,.btn-inverse.active,.btn-inverse.disabled,.btn-inverse[disabled]{color:#fff;background-color:#222;*background-color:#151515}
.btn-inverse:active,.btn-inverse.active{background-color:#080808 \9}
button.btn,input[type="submit"].btn{*padding-top:3px;*padding-bottom:3px}button.btn::-moz-focus-inner,input[type="submit"].btn::-moz-focus-inner{padding:0;border:0}
button.btn.btn-large,input[type="submit"].btn.btn-large{*padding-top:7px;*padding-bottom:7px}
button.btn.btn-small,input[type="submit"].btn.btn-small{*padding-top:3px;*padding-bottom:3px}
button.btn.btn-mini,input[type="submit"].btn.btn-mini{*padding-top:1px;*padding-bottom:1px}
.btn-link,.btn-link:active,.btn-link[disabled]{background-color:transparent;background-image:none;-webkit-box-shadow:none;-moz-box-shadow:none;box-shadow:none}
.btn-link{border-color:transparent;cursor:pointer;color:#08c;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.btn-link:hover,.btn-link:focus{color:#005580;text-decoration:underline;background-color:transparent}
.btn-link[disabled]:hover,.btn-link[disabled]:focus{color:#333;text-decoration:none}
.btn-group{position:relative;display:inline-block;*display:inline;*zoom:1;font-size:0;vertical-align:middle;white-space:nowrap;*margin-left:.3em}.btn-group:first-child{*margin-left:0}
.btn-group+.btn-group{margin-left:5px}
.btn-toolbar{font-size:0;margin-top:10px;margin-bottom:10px}.btn-toolbar>.btn+.btn,.btn-toolbar>.btn-group+.btn,.btn-toolbar>.btn+.btn-group{margin-left:5px}
.btn-group>.btn{position:relative;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.btn-group>.btn+.btn{margin-left:-1px}
.btn-group>.btn,.btn-group>.dropdown-menu,.btn-group>.popover{font-size:13px}
.btn-group>.btn-mini{font-size:9.75px}
.btn-group>.btn-small{font-size:11.049999999999999px}
.btn-group>.btn-large{font-size:16.25px}
.btn-group>.btn:first-child{margin-left:0;-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.btn-group>.btn:last-child,.btn-group>.dropdown-toggle{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px}
.btn-group>.btn.large:first-child{margin-left:0;-webkit-border-top-left-radius:6px;-moz-border-radius-topleft:6px;border-top-left-radius:6px;-webkit-border-bottom-left-radius:6px;-moz-border-radius-bottomleft:6px;border-bottom-left-radius:6px}
.btn-group>.btn.large:last-child,.btn-group>.large.dropdown-toggle{-webkit-border-top-right-radius:6px;-moz-border-radius-topright:6px;border-top-right-radius:6px;-webkit-border-bottom-right-radius:6px;-moz-border-radius-bottomright:6px;border-bottom-right-radius:6px}
.btn-group>.btn:hover,.btn-group>.btn:focus,.btn-group>.btn:active,.btn-group>.btn.active{z-index:2}
.btn-group .dropdown-toggle:active,.btn-group.open .dropdown-toggle{outline:0}
.btn-group>.btn+.dropdown-toggle{padding-left:8px;padding-right:8px;-webkit-box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 1px 0 0 rgba(255,255,255,.125), inset 0 1px 0 rgba(255,255,255,.2), 0 1px 2px rgba(0,0,0,.05);*padding-top:5px;*padding-bottom:5px}
.btn-group>.btn-mini+.dropdown-toggle{padding-left:5px;padding-right:5px;*padding-top:2px;*padding-bottom:2px}
.btn-group>.btn-small+.dropdown-toggle{*padding-top:5px;*padding-bottom:4px}
.btn-group>.btn-large+.dropdown-toggle{padding-left:12px;padding-right:12px;*padding-top:7px;*padding-bottom:7px}
.btn-group.open .dropdown-toggle{background-image:none;-webkit-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);-moz-box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 2px 4px rgba(0,0,0,.15), 0 1px 2px rgba(0,0,0,.05)}
.btn-group.open .btn.dropdown-toggle{background-color:#e6e6e6}
.btn-group.open .btn-primary.dropdown-toggle{background-color:#04c}
.btn-group.open .btn-warning.dropdown-toggle{background-color:#f89406}
.btn-group.open .btn-danger.dropdown-toggle{background-color:#bd362f}
.btn-group.open .btn-success.dropdown-toggle{background-color:#51a351}
.btn-group.open .btn-info.dropdown-toggle{background-color:#2f96b4}
.btn-group.open .btn-inverse.dropdown-toggle{background-color:#222}
.btn .caret{margin-top:8px;margin-left:0}
.btn-large .caret{margin-top:6px}
.btn-large .caret{border-left-width:5px;border-right-width:5px;border-top-width:5px}
.btn-mini .caret,.btn-small .caret{margin-top:8px}
.dropup .btn-large .caret{border-bottom-width:5px}
.btn-primary .caret,.btn-warning .caret,.btn-danger .caret,.btn-info .caret,.btn-success .caret,.btn-inverse .caret{border-top-color:#fff;border-bottom-color:#fff}
.btn-group-vertical{display:inline-block;*display:inline;*zoom:1}
.btn-group-vertical>.btn{display:block;float:none;max-width:100%;border-radius:0;-webkit-border-radius:0;-moz-border-radius:0;border-radius:0}
.btn-group-vertical>.btn+.btn{margin-left:0;margin-top:-1px}
.btn-group-vertical>.btn:first-child{border-radius:4px 4px 0 0;-webkit-border-radius:4px 4px 0 0;-moz-border-radius:4px 4px 0 0;border-radius:4px 4px 0 0}
.btn-group-vertical>.btn:last-child{border-radius:0 0 4px 4px;-webkit-border-radius:0 0 4px 4px;-moz-border-radius:0 0 4px 4px;border-radius:0 0 4px 4px}
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.alert{padding:8px 35px 8px 14px;margin-bottom:20px;text-shadow:0 1px 0 rgba(255,255,255,0.5);background-color:#fcf8e3;border:1px solid #fbeed5;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.alert,.alert h4{color:#c09853}
.alert h4{margin:0}
.alert .close{position:relative;top:-2px;right:-21px;line-height:20px}
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.alert-danger h4,.alert-error h4{color:#b94a48}
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.alert-block p+p{margin-top:5px}
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.tabbable:after{clear:both}
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.tabs-below>.nav-tabs>li>a{border-radius:0 0 4px 4px;-webkit-border-radius:0 0 4px 4px;-moz-border-radius:0 0 4px 4px;border-radius:0 0 4px 4px}.tabs-below>.nav-tabs>li>a:hover,.tabs-below>.nav-tabs>li>a:focus{border-bottom-color:transparent;border-top-color:#ddd}
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.btn-navbar .icon-bar+.icon-bar{margin-top:3px}
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.navbar-inverse .btn-navbar:active,.navbar-inverse .btn-navbar.active{background-color:#000 \9}
.breadcrumb{padding:8px 15px;margin:0 0 20px;list-style:none;background-color:#f5f5f5;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}.breadcrumb>li{display:inline-block;*display:inline;*zoom:1;text-shadow:0 1px 0 #fff}.breadcrumb>li>.divider{padding:0 5px;color:#ccc}
.breadcrumb>.active{color:#999}
.pagination{margin:20px 0}
.pagination ul{display:inline-block;*display:inline;*zoom:1;margin-left:0;margin-bottom:0;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:0 1px 2px rgba(0,0,0,0.05);-moz-box-shadow:0 1px 2px rgba(0,0,0,0.05);box-shadow:0 1px 2px rgba(0,0,0,0.05)}
.pagination ul>li{display:inline}
.pagination ul>li>a,.pagination ul>li>span{float:left;padding:4px 12px;line-height:20px;text-decoration:none;background-color:#fff;border:1px solid #ddd;border-left-width:0}
.pagination ul>li>a:hover,.pagination ul>li>a:focus,.pagination ul>.active>a,.pagination ul>.active>span{background-color:#f5f5f5}
.pagination ul>.active>a,.pagination ul>.active>span{color:#999;cursor:default}
.pagination ul>.disabled>span,.pagination ul>.disabled>a,.pagination ul>.disabled>a:hover,.pagination ul>.disabled>a:focus{color:#999;background-color:transparent;cursor:default}
.pagination ul>li:first-child>a,.pagination ul>li:first-child>span{border-left-width:1px;-webkit-border-top-left-radius:4px;-moz-border-radius-topleft:4px;border-top-left-radius:4px;-webkit-border-bottom-left-radius:4px;-moz-border-radius-bottomleft:4px;border-bottom-left-radius:4px}
.pagination ul>li:last-child>a,.pagination ul>li:last-child>span{-webkit-border-top-right-radius:4px;-moz-border-radius-topright:4px;border-top-right-radius:4px;-webkit-border-bottom-right-radius:4px;-moz-border-radius-bottomright:4px;border-bottom-right-radius:4px}
.pagination-centered{text-align:center}
.pagination-right{text-align:right}
.pagination-large ul>li>a,.pagination-large ul>li>span{padding:11px 19px;font-size:16.25px}
.pagination-large ul>li:first-child>a,.pagination-large ul>li:first-child>span{-webkit-border-top-left-radius:6px;-moz-border-radius-topleft:6px;border-top-left-radius:6px;-webkit-border-bottom-left-radius:6px;-moz-border-radius-bottomleft:6px;border-bottom-left-radius:6px}
.pagination-large ul>li:last-child>a,.pagination-large ul>li:last-child>span{-webkit-border-top-right-radius:6px;-moz-border-radius-topright:6px;border-top-right-radius:6px;-webkit-border-bottom-right-radius:6px;-moz-border-radius-bottomright:6px;border-bottom-right-radius:6px}
.pagination-mini ul>li:first-child>a,.pagination-small ul>li:first-child>a,.pagination-mini ul>li:first-child>span,.pagination-small ul>li:first-child>span{-webkit-border-top-left-radius:3px;-moz-border-radius-topleft:3px;border-top-left-radius:3px;-webkit-border-bottom-left-radius:3px;-moz-border-radius-bottomleft:3px;border-bottom-left-radius:3px}
.pagination-mini ul>li:last-child>a,.pagination-small ul>li:last-child>a,.pagination-mini ul>li:last-child>span,.pagination-small ul>li:last-child>span{-webkit-border-top-right-radius:3px;-moz-border-radius-topright:3px;border-top-right-radius:3px;-webkit-border-bottom-right-radius:3px;-moz-border-radius-bottomright:3px;border-bottom-right-radius:3px}
.pagination-small ul>li>a,.pagination-small ul>li>span{padding:2px 10px;font-size:11.049999999999999px}
.pagination-mini ul>li>a,.pagination-mini ul>li>span{padding:0 6px;font-size:9.75px}
.pager{margin:20px 0;list-style:none;text-align:center;*zoom:1}.pager:before,.pager:after{display:table;content:"";line-height:0}
.pager:after{clear:both}
.pager li{display:inline}
.pager li>a,.pager li>span{display:inline-block;padding:5px 14px;background-color:#fff;border:1px solid #ddd;border-radius:15px;-webkit-border-radius:15px;-moz-border-radius:15px;border-radius:15px}
.pager li>a:hover,.pager li>a:focus{text-decoration:none;background-color:#f5f5f5}
.pager .next>a,.pager .next>span{float:right}
.pager .previous>a,.pager .previous>span{float:left}
.pager .disabled>a,.pager .disabled>a:hover,.pager .disabled>a:focus,.pager .disabled>span{color:#999;background-color:#fff;cursor:default}
.modal-backdrop{position:fixed;top:0;right:0;bottom:0;left:0;z-index:1040;background-color:#000}.modal-backdrop.fade{opacity:0}
.modal-backdrop,.modal-backdrop.fade.in{opacity:.8;filter:alpha(opacity=80)}
.modal{position:fixed;top:10%;left:50%;z-index:1050;width:560px;margin-left:-280px;background-color:#fff;border:1px solid #999;border:1px solid rgba(0,0,0,0.3);*border:1px solid #999;-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 3px 7px rgba(0,0,0,0.3);-moz-box-shadow:0 3px 7px rgba(0,0,0,0.3);box-shadow:0 3px 7px rgba(0,0,0,0.3);-webkit-background-clip:padding-box;-moz-background-clip:padding-box;background-clip:padding-box;outline:none}.modal.fade{-webkit-transition:opacity .3s linear, top .3s ease-out;-moz-transition:opacity .3s linear, top .3s ease-out;-o-transition:opacity .3s linear, top .3s ease-out;transition:opacity .3s linear, top .3s ease-out;top:-25%}
.modal.fade.in{top:10%}
.modal-header{padding:9px 15px;border-bottom:1px solid #eee}.modal-header .close{margin-top:2px}
.modal-header h3{margin:0;line-height:30px}
.modal-body{position:relative;overflow-y:auto;max-height:400px;padding:15px}
.modal-form{margin-bottom:0}
.modal-footer{padding:14px 15px 15px;margin-bottom:0;text-align:right;background-color:#f5f5f5;border-top:1px solid #ddd;-webkit-border-radius:0 0 6px 6px;-moz-border-radius:0 0 6px 6px;border-radius:0 0 6px 6px;-webkit-box-shadow:inset 0 1px 0 #fff;-moz-box-shadow:inset 0 1px 0 #fff;box-shadow:inset 0 1px 0 #fff;*zoom:1}.modal-footer:before,.modal-footer:after{display:table;content:"";line-height:0}
.modal-footer:after{clear:both}
.modal-footer .btn+.btn{margin-left:5px;margin-bottom:0}
.modal-footer .btn-group .btn+.btn{margin-left:-1px}
.modal-footer .btn-block+.btn-block{margin-left:0}
.tooltip{position:absolute;z-index:1030;display:block;visibility:visible;font-size:11px;line-height:1.4;opacity:0;filter:alpha(opacity=0)}.tooltip.in{opacity:.8;filter:alpha(opacity=80)}
.tooltip.top{margin-top:-3px;padding:5px 0}
.tooltip.right{margin-left:3px;padding:0 5px}
.tooltip.bottom{margin-top:3px;padding:5px 0}
.tooltip.left{margin-left:-3px;padding:0 5px}
.tooltip-inner{max-width:200px;padding:8px;color:#fff;text-align:center;text-decoration:none;background-color:#000;border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.tooltip-arrow{position:absolute;width:0;height:0;border-color:transparent;border-style:solid}
.tooltip.top .tooltip-arrow{bottom:0;left:50%;margin-left:-5px;border-width:5px 5px 0;border-top-color:#000}
.tooltip.right .tooltip-arrow{top:50%;left:0;margin-top:-5px;border-width:5px 5px 5px 0;border-right-color:#000}
.tooltip.left .tooltip-arrow{top:50%;right:0;margin-top:-5px;border-width:5px 0 5px 5px;border-left-color:#000}
.tooltip.bottom .tooltip-arrow{top:0;left:50%;margin-left:-5px;border-width:0 5px 5px;border-bottom-color:#000}
.popover{position:absolute;top:0;left:0;z-index:1010;display:none;max-width:276px;padding:1px;text-align:left;background-color:#fff;-webkit-background-clip:padding-box;-moz-background-clip:padding;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.2);-webkit-border-radius:6px;-moz-border-radius:6px;border-radius:6px;-webkit-box-shadow:0 5px 10px rgba(0,0,0,0.2);-moz-box-shadow:0 5px 10px rgba(0,0,0,0.2);box-shadow:0 5px 10px rgba(0,0,0,0.2);white-space:normal}.popover.top{margin-top:-10px}
.popover.right{margin-left:10px}
.popover.bottom{margin-top:10px}
.popover.left{margin-left:-10px}
.popover-title{margin:0;padding:8px 14px;font-size:14px;font-weight:normal;line-height:18px;background-color:#f7f7f7;border-bottom:1px solid #ebebeb;border-radius:5px 5px 0 0;-webkit-border-radius:5px 5px 0 0;-moz-border-radius:5px 5px 0 0;border-radius:5px 5px 0 0}.popover-title:empty{display:none}
.popover-content{padding:9px 14px}
.popover .arrow,.popover .arrow:after{position:absolute;display:block;width:0;height:0;border-color:transparent;border-style:solid}
.popover .arrow{border-width:11px}
.popover .arrow:after{border-width:10px;content:""}
.popover.top .arrow{left:50%;margin-left:-11px;border-bottom-width:0;border-top-color:#999;border-top-color:rgba(0,0,0,0.25);bottom:-11px}.popover.top .arrow:after{bottom:1px;margin-left:-10px;border-bottom-width:0;border-top-color:#fff}
.popover.right .arrow{top:50%;left:-11px;margin-top:-11px;border-left-width:0;border-right-color:#999;border-right-color:rgba(0,0,0,0.25)}.popover.right .arrow:after{left:1px;bottom:-10px;border-left-width:0;border-right-color:#fff}
.popover.bottom .arrow{left:50%;margin-left:-11px;border-top-width:0;border-bottom-color:#999;border-bottom-color:rgba(0,0,0,0.25);top:-11px}.popover.bottom .arrow:after{top:1px;margin-left:-10px;border-top-width:0;border-bottom-color:#fff}
.popover.left .arrow{top:50%;right:-11px;margin-top:-11px;border-right-width:0;border-left-color:#999;border-left-color:rgba(0,0,0,0.25)}.popover.left .arrow:after{right:1px;border-right-width:0;border-left-color:#fff;bottom:-10px}
.thumbnails{margin-left:-20px;list-style:none;*zoom:1}.thumbnails:before,.thumbnails:after{display:table;content:"";line-height:0}
.thumbnails:after{clear:both}
.row-fluid .thumbnails{margin-left:0}
.thumbnails>li{float:left;margin-bottom:20px;margin-left:20px}
.thumbnail{display:block;padding:4px;line-height:20px;border:1px solid #ddd;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px;-webkit-box-shadow:0 1px 3px rgba(0,0,0,0.055);-moz-box-shadow:0 1px 3px rgba(0,0,0,0.055);box-shadow:0 1px 3px rgba(0,0,0,0.055);-webkit-transition:all .2s ease-in-out;-moz-transition:all .2s ease-in-out;-o-transition:all .2s ease-in-out;transition:all .2s ease-in-out}
a.thumbnail:hover,a.thumbnail:focus{border-color:#08c;-webkit-box-shadow:0 1px 4px rgba(0,105,214,0.25);-moz-box-shadow:0 1px 4px rgba(0,105,214,0.25);box-shadow:0 1px 4px rgba(0,105,214,0.25)}
.thumbnail>img{display:block;max-width:100%;margin-left:auto;margin-right:auto}
.thumbnail .caption{padding:9px;color:#555}
.media,.media-body{overflow:hidden;*overflow:visible;zoom:1}
.media,.media .media{margin-top:15px}
.media:first-child{margin-top:0}
.media-object{display:block}
.media-heading{margin:0 0 5px}
.media>.pull-left{margin-right:10px}
.media>.pull-right{margin-left:10px}
.media-list{margin-left:0;list-style:none}
.label,.badge{display:inline-block;padding:2px 4px;font-size:10.998px;font-weight:bold;line-height:14px;color:#fff;vertical-align:baseline;white-space:nowrap;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#999}
.label{border-radius:3px;-webkit-border-radius:3px;-moz-border-radius:3px;border-radius:3px}
.badge{padding-left:9px;padding-right:9px;border-radius:9px;-webkit-border-radius:9px;-moz-border-radius:9px;border-radius:9px}
.label:empty,.badge:empty{display:none}
a.label:hover,a.label:focus,a.badge:hover,a.badge:focus{color:#fff;text-decoration:none;cursor:pointer}
.label-important,.badge-important{background-color:#b94a48}
.label-important[href],.badge-important[href]{background-color:#953b39}
.label-warning,.badge-warning{background-color:#f89406}
.label-warning[href],.badge-warning[href]{background-color:#c67605}
.label-success,.badge-success{background-color:#468847}
.label-success[href],.badge-success[href]{background-color:#356635}
.label-info,.badge-info{background-color:#3a87ad}
.label-info[href],.badge-info[href]{background-color:#2d6987}
.label-inverse,.badge-inverse{background-color:#333}
.label-inverse[href],.badge-inverse[href]{background-color:#1a1a1a}
.btn .label,.btn .badge{position:relative;top:-1px}
.btn-mini .label,.btn-mini .badge{top:0}
@-webkit-keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}@-moz-keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}@-ms-keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}@-o-keyframes progress-bar-stripes{from{background-position:0 0} to{background-position:40px 0}}@keyframes progress-bar-stripes{from{background-position:40px 0} to{background-position:0 0}}.progress{overflow:hidden;height:20px;margin-bottom:20px;background-color:#f7f7f7;background-image:-moz-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#f5f5f5), to(#f9f9f9));background-image:-webkit-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:-o-linear-gradient(top, #f5f5f5, #f9f9f9);background-image:linear-gradient(to bottom, #f5f5f5, #f9f9f9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fff5f5f5', endColorstr='#fff9f9f9', GradientType=0);-webkit-box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);-moz-box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);border-radius:4px;-webkit-border-radius:4px;-moz-border-radius:4px;border-radius:4px}
.progress .bar{width:0;height:100%;color:#fff;float:left;font-size:12px;text-align:center;text-shadow:0 -1px 0 rgba(0,0,0,0.25);background-color:#0e90d2;background-image:-moz-linear-gradient(top, #149bdf, #0480be);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#149bdf), to(#0480be));background-image:-webkit-linear-gradient(top, #149bdf, #0480be);background-image:-o-linear-gradient(top, #149bdf, #0480be);background-image:linear-gradient(to bottom, #149bdf, #0480be);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff149bdf', endColorstr='#ff0480be', GradientType=0);-webkit-box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);-moz-box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;-webkit-transition:width .6s ease;-moz-transition:width .6s ease;-o-transition:width .6s ease;transition:width .6s ease}
.progress .bar+.bar{-webkit-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);-moz-box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15);box-shadow:inset 1px 0 0 rgba(0,0,0,.15), inset 0 -1px 0 rgba(0,0,0,.15)}
.progress-striped .bar{background-color:#149bdf;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);-webkit-background-size:40px 40px;-moz-background-size:40px 40px;-o-background-size:40px 40px;background-size:40px 40px}
.progress.active .bar{-webkit-animation:progress-bar-stripes 2s linear infinite;-moz-animation:progress-bar-stripes 2s linear infinite;-ms-animation:progress-bar-stripes 2s linear infinite;-o-animation:progress-bar-stripes 2s linear infinite;animation:progress-bar-stripes 2s linear infinite}
.progress-danger .bar,.progress .bar-danger{background-color:#dd514c;background-image:-moz-linear-gradient(top, #ee5f5b, #c43c35);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#ee5f5b), to(#c43c35));background-image:-webkit-linear-gradient(top, #ee5f5b, #c43c35);background-image:-o-linear-gradient(top, #ee5f5b, #c43c35);background-image:linear-gradient(to bottom, #ee5f5b, #c43c35);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffee5f5b', endColorstr='#ffc43c35', GradientType=0)}
.progress-danger.progress-striped .bar,.progress-striped .bar-danger{background-color:#ee5f5b;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}
.progress-success .bar,.progress .bar-success{background-color:#5eb95e;background-image:-moz-linear-gradient(top, #62c462, #57a957);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#62c462), to(#57a957));background-image:-webkit-linear-gradient(top, #62c462, #57a957);background-image:-o-linear-gradient(top, #62c462, #57a957);background-image:linear-gradient(to bottom, #62c462, #57a957);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff62c462', endColorstr='#ff57a957', GradientType=0)}
.progress-success.progress-striped .bar,.progress-striped .bar-success{background-color:#62c462;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}
.progress-info .bar,.progress .bar-info{background-color:#4bb1cf;background-image:-moz-linear-gradient(top, #5bc0de, #339bb9);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#5bc0de), to(#339bb9));background-image:-webkit-linear-gradient(top, #5bc0de, #339bb9);background-image:-o-linear-gradient(top, #5bc0de, #339bb9);background-image:linear-gradient(to bottom, #5bc0de, #339bb9);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff5bc0de', endColorstr='#ff339bb9', GradientType=0)}
.progress-info.progress-striped .bar,.progress-striped .bar-info{background-color:#5bc0de;background-image:-webkit-gradient(linear, 0 100%, 100% 0, color-stop(.25, rgba(255,255,255,0.15)), color-stop(.25, transparent), color-stop(.5, transparent), color-stop(.5, rgba(255,255,255,0.15)), color-stop(.75, rgba(255,255,255,0.15)), color-stop(.75, transparent), to(transparent));background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-moz-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}
.progress-warning .bar,.progress .bar-warning{background-color:#faa732;background-image:-moz-linear-gradient(top, #fbb450, #f89406);background-image:-webkit-gradient(linear, 0 0, 0 100%, from(#fbb450), to(#f89406));background-image:-webkit-linear-gradient(top, #fbb450, #f89406);background-image:-o-linear-gradient(top, #fbb450, #f89406);background-image:linear-gradient(to bottom, #fbb450, #f89406);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#fffbb450', endColorstr='#fff89406', GradientType=0)}
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.carousel-caption h4,.carousel-caption p{color:#fff;line-height:20px}
.carousel-caption h4{margin:0 0 5px}
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.hero-unit li{line-height:30px}
.pull-right{float:right}
.pull-left{float:left}
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.show{display:block}
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.affix{position:fixed}
@-ms-viewport{width:device-width}.hidden{display:none;visibility:hidden}
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.visible-tablet{display:none !important}
.hidden-desktop{display:none !important}
.visible-desktop{display:inherit !important}
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<p><img src="http://hilpisch.com/tpq_logo.png" alt="The Python Quants" width="35%" align="right" border="0"><br></p>
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<h1 id="Derivatives-Analytics-with-Python">Derivatives Analytics with Python<a class="anchor-link" href="#Derivatives-Analytics-with-Python">&#182;</a></h1>
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<p><strong><em>Chapters 12 &amp; 13</em></strong></p>
<p><strong>Wiley Finance (2015)</strong></p>
<p>Yves Hilpisch</p>
<p>The Python Quants GmbH</p>
<p><a href='mailto:analytics@pythonquants.com'>analytics@pythonquants.com</a></p>
<p><a href='http://pythonquants.com'>www.pythonquants.com</a></p>
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<div class="highlight"><pre><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> <span class="n">inline</span>
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<h2 id="Corrections">Corrections<a class="anchor-link" href="#Corrections">&#182;</a></h2>
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<p><strong>Chapter 12 — Formula (12.1)</strong></p>
<p><span class="math">\[ S_{t} = S_{s} \left( e^{(\bar{r}_{t}-r_{J}-v_{t}/2)\Delta t+\sqrt{v_{t}} \sqrt{\Delta t} z^{1}_{t}} + \left(e^{\mu_{J}+\delta^{2}z^{4}_{t}}-1\right)y_{t} \right) \]</span></p>
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<p>Code changes on page 273 — page 273 top (all about parentheses).</p>
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<div class="highlight"><pre><span class="n">S</span><span class="p">[</span><span class="n">t</span><span class="p">]</span> <span class="o">=</span> <span class="n">S</span><span class="p">[</span><span class="n">t</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(((</span><span class="n">r</span><span class="p">[</span><span class="n">t</span><span class="p">]</span> <span class="o">+</span> <span class="n">r</span><span class="p">[</span><span class="n">t</span> <span class="o">-</span><span class="mi">1</span><span class="p">])</span> <span class="o">/</span> <span class="mi">2</span> <span class="o">-</span> <span class="mf">0.5</span> <span class="o">*</span> <span class="n">v</span><span class="p">[</span><span class="n">t</span><span class="p">])</span> <span class="o">*</span> <span class="n">dt</span> <span class="o">+</span>
                <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">v</span><span class="p">[</span><span class="n">t</span><span class="p">])</span> <span class="o">*</span> <span class="n">ran</span><span class="p">[</span><span class="n">row1</span><span class="p">]</span> <span class="o">*</span> <span class="n">sdt</span> <span class="o">-</span> <span class="n">bias</span><span class="p">)</span>
                <span class="o">+</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="n">mu</span> <span class="o">+</span> <span class="n">delta</span> <span class="o">*</span> <span class="n">ran</span><span class="p">[</span><span class="n">row2</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="n">ranp</span><span class="p">[</span><span class="n">t</span><span class="p">])</span>
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<h2 id="Chapter-12:-Valuation">Chapter 12: Valuation<a class="anchor-link" href="#Chapter-12:-Valuation">&#182;</a></h2>
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Optimization terminated successfully.
         Current function value: 0.000000
         Iterations: 270
         Function evaluations: 485

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array([3225.930000, -0.000320, 0.146849, 0.104511, 0.175197])
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array([22.211918, 0.024776, 0.952100, -0.999156, 0.036057, 0.008426,
       -0.501069, 0.000000])
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<h3 id="Simulation">Simulation<a class="anchor-link" href="#Simulation">&#182;</a></h3>
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<span class="c"># plt.savefig(&#39;../images/12_val/rate_paths.pdf&#39;)</span>
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In&nbsp;[6]:
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<div class="highlight"><pre><span class="n">plot_volatility_paths</span><span class="p">(</span><span class="n">v</span><span class="p">)</span>
<span class="c"># plt.savefig(&#39;../images/12_val/volatility_paths.pdf&#39;)</span>
</pre></div>

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<div class="highlight"><pre><span class="n">plot_index_paths</span><span class="p">(</span><span class="n">S</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&#39;../images/12_val/ES50_paths.pdf&#39;</span><span class="p">)</span>
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In&nbsp;[8]:
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<div class="highlight"><pre><span class="n">plot_index_histogram</span><span class="p">(</span><span class="n">S</span><span class="p">)</span>
<span class="c"># plt.savefig(&#39;../images/12_val/ES50_histogram.pdf&#39;)</span>
</pre></div>

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<h3 id="European-Options-Valuation">European Options Valuation<a class="anchor-link" href="#European-Options-Valuation">&#182;</a></h3>
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<div class="highlight"><pre><span class="o">%</span><span class="k">run</span> <span class="mi">12</span><span class="n">_val</span><span class="o">/</span><span class="n">BCC97_valuation_comparison</span><span class="o">.</span><span class="n">py</span>
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<div class="highlight"><pre><span class="o">%</span><span class="k">time</span> <span class="n">compare_values</span><span class="p">(</span><span class="n">M0</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">I</span><span class="o">=</span><span class="mi">50000</span><span class="p">)</span>
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<pre>
      T |      K |      C0 |     MCS |    DIFF
  0.083 |   3050 | 193.692 | 195.584 |   1.892
  0.083 |   3225 |  62.147 |  64.162 |   2.016
  0.083 |   3400 |   1.967 |   2.544 |   0.577
  0.500 |   3050 | 259.126 | 272.960 |  13.834
  0.500 |   3225 | 146.891 | 164.333 |  17.443
  0.500 |   3400 |  67.142 |  85.330 |  18.188
  1.000 |   3050 | 321.419 | 344.280 |  22.861
  1.000 |   3225 | 216.227 | 243.415 |  27.188
  1.000 |   3400 | 133.950 | 162.403 |  28.453
  1.500 |   3050 | 378.978 | 407.035 |  28.057
  1.500 |   3225 | 276.942 | 309.251 |  32.309
  1.500 |   3400 | 193.333 | 227.887 |  34.554
  2.000 |   3050 | 435.337 | 470.659 |  35.322
  2.000 |   3225 | 335.010 | 374.315 |  39.305
  2.000 |   3400 | 250.314 | 291.888 |  41.574
  3.000 |   3050 | 549.127 | 594.413 |  45.287
  3.000 |   3225 | 450.522 | 499.873 |  49.350
  3.000 |   3400 | 364.049 | 416.300 |  52.252
CPU times: user 5.77 s, sys: 164 ms, total: 5.93 s
Wall time: 5.93 s

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<div class="highlight"><pre><span class="o">%</span><span class="k">time</span> <span class="n">compare_values</span><span class="p">(</span><span class="n">M0</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">I</span><span class="o">=</span><span class="mi">200000</span><span class="p">)</span>
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      T |      K |      C0 |     MCS |    DIFF
  0.083 |   3050 | 193.692 | 195.870 |   2.178
  0.083 |   3225 |  62.147 |  64.609 |   2.462
  0.083 |   3400 |   1.967 |   2.606 |   0.639
  0.500 |   3050 | 259.126 | 273.046 |  13.920
  0.500 |   3225 | 146.891 | 164.698 |  17.807
  0.500 |   3400 |  67.142 |  85.852 |  18.710
  1.000 |   3050 | 321.419 | 342.696 |  21.277
  1.000 |   3225 | 216.227 | 241.375 |  25.148
  1.000 |   3400 | 133.950 | 160.706 |  26.756
  1.500 |   3050 | 378.978 | 407.341 |  28.363
  1.500 |   3225 | 276.942 | 309.124 |  32.182
  1.500 |   3400 | 193.333 | 227.473 |  34.140
  2.000 |   3050 | 435.337 | 470.323 |  34.986
  2.000 |   3225 | 335.010 | 373.940 |  38.930
  2.000 |   3400 | 250.314 | 291.583 |  41.268
  3.000 |   3050 | 549.127 | 597.571 |  48.444
  3.000 |   3225 | 450.522 | 503.362 |  52.840
  3.000 |   3400 | 364.049 | 420.019 |  55.970
CPU times: user 23.2 s, sys: 848 ms, total: 24.1 s
Wall time: 24.1 s

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<div class="highlight"><pre><span class="o">%</span><span class="k">time</span> <span class="n">compare_values</span><span class="p">(</span><span class="n">M0</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span> <span class="n">I</span><span class="o">=</span><span class="mi">50000</span><span class="p">)</span>
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      T |      K |      C0 |     MCS |    DIFF
  0.083 |   3050 | 193.692 | 193.241 |  -0.450
  0.083 |   3225 |  62.147 |  61.595 |  -0.552
  0.083 |   3400 |   1.967 |   2.581 |   0.614
  0.500 |   3050 | 259.126 | 259.140 |   0.014
  0.500 |   3225 | 146.891 | 149.090 |   2.199
  0.500 |   3400 |  67.142 |  71.122 |   3.980
  1.000 |   3050 | 321.419 | 322.117 |   0.697
  1.000 |   3225 | 216.227 | 219.528 |   3.301
  1.000 |   3400 | 133.950 | 139.285 |   5.335
  1.500 |   3050 | 378.978 | 377.499 |  -1.479
  1.500 |   3225 | 276.942 | 278.276 |   1.334
  1.500 |   3400 | 193.333 | 197.137 |   3.804
  2.000 |   3050 | 435.337 | 435.067 |  -0.270
  2.000 |   3225 | 335.010 | 337.597 |   2.587
  2.000 |   3400 | 250.314 | 255.541 |   5.227
  3.000 |   3050 | 549.127 | 552.842 |   3.715
  3.000 |   3225 | 450.522 | 457.774 |   7.252
  3.000 |   3400 | 364.049 | 374.340 |  10.291
CPU times: user 21.8 s, sys: 914 ms, total: 22.7 s
Wall time: 22.7 s

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<h3 id="American-Options-Valuation">American Options Valuation<a class="anchor-link" href="#American-Options-Valuation">&#182;</a></h3>
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<div class="highlight"><pre><span class="o">%</span><span class="k">run</span> <span class="mi">12</span><span class="n">_val</span><span class="o">/</span><span class="n">BCC97_american_valuation</span><span class="o">.</span><span class="n">py</span>
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<div class="highlight"><pre><span class="o">%</span><span class="k">time</span> <span class="n">lsm_compare_values</span><span class="p">(</span><span class="n">M0</span><span class="o">=</span><span class="mi">150</span><span class="p">,</span> <span class="n">I</span><span class="o">=</span><span class="mi">50000</span><span class="p">)</span>
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      T |      K |      P0 |     LSM |    DIFF
  0.083 |   3050 |  17.681 |  17.431 |  -0.250
  0.083 |   3225 |  61.131 |  61.001 |  -0.130
  0.083 |   3400 | 175.947 | 181.565 |   5.619
  0.500 |   3050 |  77.963 |  84.277 |   6.314
  0.500 |   3225 | 140.428 | 149.270 |   8.842
  0.500 |   3400 | 235.379 | 246.148 |  10.769
  1.000 |   3050 | 124.220 | 136.155 |  11.934
  1.000 |   3225 | 192.808 | 207.958 |  15.149
  1.000 |   3400 | 284.311 | 302.051 |  17.740
  1.500 |   3050 | 155.970 | 174.835 |  18.865
  1.500 |   3225 | 226.234 | 250.278 |  24.044
  1.500 |   3400 | 314.923 | 344.215 |  29.292
  2.000 |   3050 | 177.841 | 206.460 |  28.619
  2.000 |   3225 | 247.834 | 282.910 |  35.077
  2.000 |   3400 | 333.458 | 376.640 |  43.182
  3.000 |   3050 | 201.032 | 249.858 |  48.826
  3.000 |   3225 | 267.549 | 328.487 |  60.937
  3.000 |   3400 | 346.197 | 421.464 |  75.267
CPU times: user 37.1 s, sys: 935 ms, total: 38 s
Wall time: 38 s

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<h2 id="Chapter-13:-Dynamic-Hedging">Chapter 13: Dynamic Hedging<a class="anchor-link" href="#Chapter-13:-Dynamic-Hedging">&#182;</a></h2>
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<h3 id="BSM-Model">BSM Model<a class="anchor-link" href="#BSM-Model">&#182;</a></h3>
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<div class="highlight"><pre><span class="o">%</span><span class="k">run</span> <span class="mi">13</span><span class="n">_dyh</span><span class="o">/</span><span class="n">BSM_lsm_hedging_algorithm</span><span class="o">.</span><span class="n">py</span>
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<div class="highlight"><pre><span class="n">S</span><span class="p">,</span> <span class="n">po</span><span class="p">,</span> <span class="n">vt</span><span class="p">,</span> <span class="n">errs</span><span class="p">,</span> <span class="n">t</span> <span class="o">=</span> <span class="n">BSM_hedge_run</span><span class="p">(</span><span class="n">p</span><span class="o">=</span><span class="mi">25</span><span class="p">)</span>
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<pre>

APPROXIMATION OF FIRST ORDER 
-----------------------------
    step |     S_t |   Delta 
       1 |   34.97 |   -0.79
       2 |   36.14 |   -0.70
       3 |   36.40 |   -0.67
       4 |   37.61 |   -0.59
       5 |   37.41 |   -0.59
          wrong
       6 |   38.52 |   -0.54
       7 |   39.43 |   -0.48
       8 |   40.09 |   -0.43
       9 |   40.07 |   -0.41
          wrong
      10 |   41.79 |   -0.32
      11 |   41.26 |   -0.33
      12 |   40.22 |   -0.38
      13 |   38.42 |   -0.51
      14 |   37.98 |   -0.57
      15 |   36.79 |   -0.68
      16 |   35.86 |   -0.78
      17 |   34.49 |   -0.90
      18 |   34.48 |   -0.90

DYNAMIC HEDGING OF AMERICAN PUT (BSM)
---------------------------------------
Initial Hedge
Stocks               -0.995
Bonds                40.303
Cost                  4.474

Regular Rehedges 
--------------------------------------------------------------------
step|     S_t|    Port|     Put|    Diff|   Stock|    Bond|    Cost|
   1|  34.968|   5.549|   5.215|   0.334|  -0.789|  33.156|   5.549|
   2|  36.145|   4.660|   4.369|   0.291|  -0.700|  29.956|   4.660|
   3|  36.398|   4.518|   4.181|   0.337|  -0.671|  28.926|   4.518|
   4|  37.614|   3.738|   3.452|   0.286|  -0.590|  25.944|   3.738|
   5|  37.415|   3.887|   3.550|   0.336|  -0.587|  25.833|   3.887|
   6|  38.519|   3.270|   2.968|   0.301|  -0.538|  23.979|   3.270|
   7|  39.430|   2.809|   2.539|   0.270|  -0.477|  21.624|   2.809|
   8|  40.090|   2.520|   2.277|   0.243|  -0.434|  19.911|   2.520|
   9|  40.071|   2.552|   2.267|   0.285|  -0.414|  19.153|   2.552|
  10|  41.790|   1.863|   1.641|   0.221|  -0.322|  15.309|   1.863|
  11|  41.262|   2.051|   1.830|   0.221|  -0.330|  15.666|   2.051|
  12|  40.217|   2.415|   2.198|   0.217|  -0.376|  17.528|   2.415|
  13|  38.419|   3.111|   3.026|   0.085|  -0.515|  22.880|   3.111|
  14|  37.980|   3.365|   3.247|   0.118|  -0.569|  24.966|   3.365|
  15|  36.795|   4.069|   3.959|   0.110|  -0.679|  29.062|   4.069|
  16|  35.858|   4.740|   4.531|   0.209|  -0.778|  32.623|   4.740|
  17|  34.488|   5.844|   5.616|   0.229|  -0.898|  36.805|   5.844|
  18|  34.477|   5.899|   5.623|   0.276|  -0.905|  37.091|   5.899|
MSE               0.061
Average Error     0.230
Total P&amp;L         4.370

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<div class="highlight"><pre><span class="n">plot_hedge_path</span><span class="p">(</span><span class="n">S</span><span class="p">,</span> <span class="n">po</span><span class="p">,</span> <span class="n">vt</span><span class="p">,</span> <span class="n">errs</span><span class="p">,</span> <span class="n">t</span><span class="p">)</span>
<span class="c"># plt.savefig(&#39;../images/13_dyh/BSM_hedge_run_1.pdf&#39;)</span>
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>
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In&nbsp;[18]:
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    <div class="input_area">
<div class="highlight"><pre><span class="n">S</span><span class="p">,</span> <span class="n">po</span><span class="p">,</span> <span class="n">vt</span><span class="p">,</span> <span class="n">errs</span><span class="p">,</span> <span class="n">t</span> <span class="o">=</span> <span class="n">BSM_hedge_run</span><span class="p">(</span><span class="n">p</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
</pre></div>

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<pre>

APPROXIMATION OF FIRST ORDER 
-----------------------------
    step |     S_t |   Delta 
       1 |   35.31 |   -0.75
       2 |   36.25 |   -0.69
       3 |   37.50 |   -0.61
       4 |   35.98 |   -0.69
       5 |   36.52 |   -0.65
       6 |   35.98 |   -0.70
       7 |   35.55 |   -0.75
       8 |   35.89 |   -0.72
       9 |   38.18 |   -0.53
      10 |   38.25 |   -0.52
      11 |   38.00 |   -0.54
      12 |   37.80 |   -0.56
      13 |   39.22 |   -0.45
      14 |   39.54 |   -0.44
      15 |   39.82 |   -0.42
      16 |   39.29 |   -0.46
      17 |   38.11 |   -0.56
      18 |   38.10 |   -0.57
      19 |   39.61 |   -0.43
      20 |   40.22 |   -0.39
      21 |   39.78 |   -0.43
      22 |   39.90 |   -0.42
      23 |   39.82 |   -0.44
      24 |   41.30 |   -0.32
      25 |   42.60 |   -0.23
      26 |   42.86 |   -0.21
      27 |   44.64 |   -0.13
      28 |   42.78 |   -0.22
      29 |   42.22 |   -0.26
      30 |   42.15 |   -0.27
      31 |   41.36 |   -0.33
      32 |   44.03 |   -0.14
      33 |   45.28 |   -0.08
      34 |   44.03 |   -0.14
      35 |   43.86 |   -0.15
      36 |   44.61 |   -0.10
      37 |   46.20 |   -0.02
      38 |   46.10 |   -0.02
          wrong
      39 |   44.46 |   -0.10
      40 |   43.52 |   -0.15
      41 |   42.29 |   -0.26
      42 |   42.84 |   -0.21
      43 |   41.33 |   -0.36
      44 |   42.18 |   -0.27
      45 |   41.95 |   -0.28
      46 |   40.84 |   -0.41
      47 |   40.71 |   -0.42
      48 |   40.80 |   -0.42

DYNAMIC HEDGING OF AMERICAN PUT (BSM)
---------------------------------------
Initial Hedge
Stocks               -0.995
Bonds                40.303
Cost                  4.474

Regular Rehedges 
--------------------------------------------------------------------
step|     S_t|    Port|     Put|    Diff|   Stock|    Bond|    Cost|
   1|  35.308|   5.211|   4.945|   0.266|  -0.747|  31.602|   5.211|
   2|  36.252|   4.543|   4.297|   0.246|  -0.692|  29.618|   4.543|
   3|  37.503|   3.713|   3.500|   0.213|  -0.607|  26.487|   3.713|
   4|  35.983|   4.668|   4.481|   0.187|  -0.690|  29.499|   4.668|
   5|  36.517|   4.335|   4.089|   0.246|  -0.654|  28.211|   4.335|
   6|  35.979|   4.720|   4.492|   0.228|  -0.703|  30.005|   4.720|
   7|  35.548|   5.059|   4.817|   0.242|  -0.754|  31.879|   5.059|
   8|  35.887|   4.842|   4.552|   0.290|  -0.715|  30.512|   4.842|
   9|  38.183|   3.236|   3.134|   0.103|  -0.526|  23.311|   3.236|
  10|  38.251|   3.229|   3.074|   0.154|  -0.518|  23.052|   3.229|
  11|  38.001|   3.386|   3.257|   0.129|  -0.543|  24.017|   3.386|
  12|  37.801|   3.523|   3.327|   0.196|  -0.563|  24.787|   3.523|
  13|  39.224|   2.752|   2.637|   0.115|  -0.447|  20.296|   2.752|
  14|  39.537|   2.637|   2.487|   0.150|  -0.445|  20.219|   2.637|
  15|  39.821|   2.535|   2.377|   0.158|  -0.416|  19.091|   2.535|
  16|  39.290|   2.779|   2.591|   0.187|  -0.460|  20.858|   2.779|
  17|  38.107|   3.348|   3.171|   0.177|  -0.564|  24.859|   3.348|
  18|  38.095|   3.385|   3.187|   0.198|  -0.567|  24.995|   3.385|
  19|  39.614|   2.553|   2.456|   0.097|  -0.432|  19.653|   2.553|
  20|  40.221|   2.315|   2.214|   0.101|  -0.392|  18.099|   2.315|
  21|  39.775|   2.511|   2.394|   0.117|  -0.433|  19.733|   2.511|
  22|  39.904|   2.479|   2.333|   0.147|  -0.424|  19.417|   2.479|
  23|  39.821|   2.538|   2.361|   0.176|  -0.436|  19.895|   2.538|
  24|  41.296|   1.919|   1.825|   0.094|  -0.318|  15.071|   1.919|
  25|  42.603|   1.521|   1.431|   0.090|  -0.230|  11.316|   1.521|
  26|  42.863|   1.474|   1.350|   0.124|  -0.208|  10.385|   1.474|
  27|  44.637|   1.118|   0.962|   0.156|  -0.129|   6.894|   1.118|
  28|  42.777|   1.367|   1.370|  -0.003|  -0.216|  10.598|   1.367|
  29|  42.225|   1.499|   1.538|  -0.039|  -0.258|  12.386|   1.499|
  30|  42.148|   1.533|   1.562|  -0.029|  -0.266|  12.750|   1.533|
  31|  41.361|   1.758|   1.805|  -0.046|  -0.327|  15.284|   1.758|
  32|  44.033|   0.903|   1.091|  -0.188|  -0.141|   7.114|   0.903|
  33|  45.279|   0.736|   0.848|  -0.112|  -0.077|   4.225|   0.736|
  34|  44.028|   0.837|   1.075|  -0.238|  -0.137|   6.880|   0.837|
  35|  43.862|   0.868|   1.120|  -0.252|  -0.146|   7.279|   0.868|
  36|  44.608|   0.768|   0.976|  -0.208|  -0.101|   5.283|   0.768|
  37|  46.195|   0.614|   0.705|  -0.092|  -0.024|   1.740|   0.614|
  38|  46.097|   0.618|   0.711|  -0.093|  -0.021|   1.605|   0.618|
  39|  44.460|   0.655|   0.999|  -0.344|  -0.096|   4.941|   0.655|
  40|  43.522|   0.751|   1.199|  -0.448|  -0.152|   7.363|   0.751|
  41|  42.289|   0.948|   1.514|  -0.567|  -0.261|  11.966|   0.948|
  42|  42.839|   0.819|   1.366|  -0.548|  -0.211|   9.871|   0.819|
  43|  41.327|   1.150|   1.797|  -0.647|  -0.358|  15.932|   1.150|
  44|  42.176|   0.865|   1.522|  -0.656|  -0.268|  12.158|   0.865|
  45|  41.953|   0.940|   1.606|  -0.667|  -0.283|  12.819|   0.940|
  46|  40.844|   1.269|   1.965|  -0.696|  -0.407|  17.911|   1.269|
  47|  40.713|   1.344|   1.995|  -0.651|  -0.424|  18.590|   1.344|
  48|  40.797|   1.331|   1.907|  -0.576|  -0.416|  18.300|   1.331|
MSE               0.093
Average Error    -0.051
Total P&amp;L        -2.511

</pre>
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In&nbsp;[19]:
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<div class="highlight"><pre><span class="n">plot_hedge_path</span><span class="p">(</span><span class="n">S</span><span class="p">,</span> <span class="n">po</span><span class="p">,</span> <span class="n">vt</span><span class="p">,</span> <span class="n">errs</span><span class="p">,</span> <span class="n">t</span><span class="p">)</span>
<span class="c"># plt.savefig(&#39;../images/13_dyh/BSM_hedge_run_2.pdf&#39;)</span>
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<div class="highlight"><pre><span class="o">%</span><span class="k">run</span> <span class="mi">13</span><span class="n">_dyh</span><span class="o">/</span><span class="n">BSM_lsm_hedging_histogram</span><span class="o">.</span><span class="n">py</span>
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<div class="highlight"><pre><span class="o">%</span><span class="k">time</span> <span class="n">pl_list</span> <span class="o">=</span> <span class="n">BSM_dynamic_hedge_mcs</span><span class="p">()</span>
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<pre>
Value of American Put Option is    4.493
Delta t=0 is                      -0.406
run  1000   p/l    0.339
run  2000   p/l   -0.067
run  3000   p/l    0.379
run  4000   p/l   -0.029
run  5000   p/l    0.286
run  6000   p/l    0.244
run  7000   p/l   -0.761
run  8000   p/l   -0.761
run  9000   p/l   -0.002
run 10000   p/l   -0.257

SUMMARY STATISTICS FOR P&amp;L
---------------------------------
Dynamic Replications        10000
Time Steps                     50
Paths for Valuation         10000
Maximum                     5.447
Average                     0.041
Median                      0.036
Minimum                   -11.475
---------------------------------
CPU times: user 7.73 s, sys: 1e+03 µs, total: 7.73 s
Wall time: 7.72 s

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<div class="highlight"><pre><span class="n">plot_hedge_histogram</span><span class="p">(</span><span class="n">pl_list</span><span class="p">)</span>
<span class="c"># plt.savefig(&#39;../images/13_dyh/BSM_hedge_histo.pdf&#39;)</span>
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<div class="highlight"><pre><span class="o">%</span><span class="k">time</span> <span class="n">pl_list</span> <span class="o">=</span> <span class="n">BSM_dynamic_hedge_mcs</span><span class="p">(</span><span class="n">M</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span> <span class="n">I</span><span class="o">=</span><span class="mi">150000</span><span class="p">)</span> 
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<pre>
Value of American Put Option is    4.471
Delta t=0 is                      -1.031
run  1000   p/l   -0.027
run  2000   p/l    0.055
run  3000   p/l    0.168
run  4000   p/l    0.353
run  5000   p/l   -0.014
run  6000   p/l   -0.209
run  7000   p/l   -0.124
run  8000   p/l   -0.362
run  9000   p/l   -0.030
run 10000   p/l   -0.007

SUMMARY STATISTICS FOR P&amp;L
---------------------------------
Dynamic Replications        10000
Time Steps                    200
Paths for Valuation        150000
Maximum                     2.118
Average                     0.003
Median                      0.016
Minimum                    -1.328
---------------------------------
CPU times: user 46.4 s, sys: 204 ms, total: 46.6 s
Wall time: 46.6 s

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In&nbsp;[24]:
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<div class="highlight"><pre><span class="n">plot_hedge_histogram</span><span class="p">(</span><span class="n">pl_list</span><span class="p">)</span>
<span class="c"># plt.savefig(&#39;../images/13_dyh/BSM_hedge_histo_more.pdf&#39;)</span>
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<h3 id="BCC97-Model">BCC97 Model<a class="anchor-link" href="#BCC97-Model">&#182;</a></h3>
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<div class="highlight"><pre><span class="o">%</span><span class="k">run</span> <span class="mi">13</span><span class="n">_dyh</span><span class="o">/</span><span class="n">BCC97_lsm_hedging_algorithm</span><span class="o">.</span><span class="n">py</span>
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<div class="highlight"><pre><span class="n">S</span><span class="p">,</span> <span class="n">po</span><span class="p">,</span> <span class="n">vt</span><span class="p">,</span> <span class="n">errs</span><span class="p">,</span> <span class="n">t</span> <span class="o">=</span> <span class="n">BCC97_hedge_run</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
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<pre>

DYNAMIC HEDGING OF AMERICAN PUT (BCC97)
---------------------------------------
Initial Hedge
Stocks               -0.426
Bonds              1602.498
Cost                228.305

Regular Rehedges 
----------------------------------------------------------------------------------
step|       S_t|      Port|       Put|      Diff|     Stock|      Bond|      Cost|
   1|  3293.090|   199.691|   201.600|    -1.909|    -1.856|  6311.671|   199.691|
   2|  3323.629|   143.027|   186.740|   -43.712|    -0.318|  1201.164|   143.027|
   3|  3352.073|   133.986|   175.533|   -41.547|    -0.358|  1335.492|   133.986|
   4|  3380.280|   123.907|   163.659|   -39.752|    -0.429|  1572.799|   123.907|
   5|  3370.652|   128.084|   165.605|   -37.521|    -0.401|  1481.094|   128.084|
   6|  3398.985|   116.788|   153.569|   -36.781|    -0.381|  1410.163|   116.788|
   7|  3369.633|   128.053|   160.805|   -32.752|    -0.408|  1503.294|   128.053|
   8|  3289.659|   160.744|   187.601|   -26.858|    -0.437|  1598.083|   160.744|
   9|  3286.331|   162.201|   184.473|   -22.272|    -0.472|  1714.368|   162.201|
  10|  3072.690|   263.123|   284.850|   -21.728|    -0.615|  2153.371|   263.123|
  11|  3062.960|   269.162|   286.396|   -17.234|    -0.620|  2169.351|   269.162|
  12|  3089.016|   253.057|   269.050|   -15.993|    -0.586|  2062.950|   253.057|
  13|  3131.731|   228.088|   244.894|   -16.806|    -0.605|  2122.716|   228.088|
  14|  2919.759|   356.410|   374.043|   -17.633|    -0.719|  2456.331|   356.410|
  15|  2924.716|   352.992|   368.183|   -15.190|    -0.715|  2445.309|   352.992|
  16|  2985.576|   309.674|   324.159|   -14.485|    -0.674|  2322.644|   309.674|
  17|  3010.488|   293.137|   305.393|   -12.257|    -0.671|  2312.873|   293.137|
  18|  3035.974|   276.272|   286.501|   -10.229|    -0.664|  2291.587|   276.272|
  19|  2969.817|   320.364|   328.519|    -8.155|    -0.717|  2450.217|   320.364|
  20|  2955.277|   330.957|   336.499|    -5.543|    -0.730|  2488.901|   330.957|
  21|  2910.463|   363.812|   367.966|    -4.154|    -0.775|  2619.850|   363.812|
  22|  2936.027|   344.124|   347.962|    -3.838|    -0.763|  2585.737|   344.124|
  23|  2987.578|   304.899|   306.569|    -1.671|    -0.743|  2525.017|   304.899|
  24|  3041.506|   264.946|   268.346|    -3.400|    -0.724|  2466.747|   264.946|
  25|  3066.863|   246.702|   248.523|    -1.820|    -0.713|  2433.393|   246.702|
  26|  3085.940|   233.253|   234.646|    -1.393|    -0.731|  2489.226|   233.253|
  27|  2942.050|   338.668|   331.666|     7.002|    -0.807|  2712.051|   338.668|
  28|  3004.776|   288.394|   282.345|     6.049|    -0.784|  2644.029|   288.394|
  29|  2970.714|   315.412|   304.893|    10.519|    -0.800|  2693.090|   315.412|
  30|  2925.292|   352.084|   340.969|    11.115|    -0.834|  2792.550|   352.084|
  31|  2950.434|   331.659|   316.799|    14.860|    -0.825|  2764.770|   331.659|
  32|  2975.783|   311.372|   293.654|    17.718|    -0.817|  2742.629|   311.372|
  33|  3000.930|   291.387|   270.351|    21.036|    -0.824|  2765.407|   291.387|
  34|  3026.450|   271.055|   249.040|    22.015|    -0.835|  2799.472|   271.055|
  35|  3052.321|   250.229|   226.402|    23.827|    -0.846|  2831.893|   250.229|
  36|  3040.977|   260.583|   232.051|    28.531|    -0.865|  2890.750|   260.583|
  37|  2944.367|   344.821|   312.481|    32.340|    -0.891|  2968.693|   344.821|
  38|  2969.569|   323.101|   286.949|    36.151|    -0.885|  2950.267|   323.101|
  39|  3063.118|   241.251|   203.197|    38.053|    -0.878|  2931.744|   241.251|
  40|  3086.580|   221.609|   182.630|    38.979|    -0.890|  2967.876|   221.609|
  41|  3120.600|   192.468|   154.231|    38.237|    -0.899|  2998.923|   192.468|
  42|  3087.541|   223.555|   173.331|    50.224|    -0.921|  3067.014|   223.555|
  43|  3114.275|   200.330|   148.137|    52.193|    -0.922|  3072.192|   200.330|
  44|  3171.573|   148.889|   105.082|    43.807|    -0.925|  3083.025|   148.889|
  45|  3216.916|   108.229|    75.952|    32.278|    -0.931|  3102.564|   108.229|
  46|  3089.488|   228.041|   152.105|    75.936|    -0.949|  3159.463|   228.041|
  47|  2993.663|   320.436|   241.184|    79.252|    -0.964|  3205.245|   320.436|
  48|  2852.621|   457.738|   377.569|    80.168|    -0.973|  3233.375|   457.738|
  49|  2931.133|   382.376|   295.071|    87.305|    -0.990|  3283.929|   382.376|
  50|  2872.067|   441.749|   353.863|    87.886|     0.000|  3283.929|  3283.929|
MSE             1268.778
Average Error     9.428
Total P&amp;L       480.850

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<div class="highlight"><pre><span class="n">plot_hedge_path</span><span class="p">(</span><span class="n">S</span><span class="p">,</span> <span class="n">po</span><span class="p">,</span> <span class="n">vt</span><span class="p">,</span> <span class="n">errs</span><span class="p">,</span> <span class="n">t</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&#39;../images/13_dyh/BCC_hedge_run_1.pdf&#39;</span><span class="p">)</span>
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In&nbsp;[28]:
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<div class="highlight"><pre><span class="n">S</span><span class="p">,</span> <span class="n">po</span><span class="p">,</span> <span class="n">vt</span><span class="p">,</span> <span class="n">errs</span><span class="p">,</span> <span class="n">t</span> <span class="o">=</span> <span class="n">BCC97_hedge_run</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span>
</pre></div>

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<pre>

DYNAMIC HEDGING OF AMERICAN PUT (BCC97)
---------------------------------------
Initial Hedge
Stocks               -0.426
Bonds              1602.498
Cost                228.305

Regular Rehedges 
----------------------------------------------------------------------------------
step|       S_t|      Port|       Put|      Diff|     Stock|      Bond|      Cost|
   1|  3313.460|   191.013|   193.940|    -2.927|    -1.821|  6224.627|   191.013|
   2|  3358.312|   109.360|   174.333|   -64.973|    -0.312|  1158.262|   109.360|
   3|  3387.038|   100.396|   163.691|   -63.295|    -0.348|  1278.376|   100.396|
   4|  3446.356|    79.780|   143.499|   -63.719|    -0.333|  1226.303|    79.780|
   5|  3505.434|    60.134|   125.819|   -65.685|    -0.287|  1066.504|    60.134|
   6|  3451.654|    75.581|   138.349|   -62.768|    -0.326|  1201.991|    75.581|
   7|  3424.400|    84.498|   144.092|   -59.594|    -0.379|  1381.102|    84.498|
   8|  3452.853|    73.764|   133.176|   -59.413|    -0.341|  1249.590|    73.764|
   9|  3480.874|    64.261|   123.064|   -58.802|    -0.347|  1270.859|    64.261|
  10|  3510.073|    54.169|   113.630|   -59.461|    -0.323|  1188.856|    54.169|
  11|  3542.419|    43.736|   104.876|   -61.139|    -0.335|  1230.183|    43.736|
  12|  3575.594|    32.667|    94.981|   -62.314|    -0.336|  1233.738|    32.667|
  13|  3458.420|    72.072|   119.671|   -47.599|    -0.440|  1592.216|    72.072|
  14|  3498.503|    54.487|   106.878|   -52.391|    -0.436|  1579.494|    54.487|
  15|  3547.467|    33.167|    93.118|   -59.951|    -0.394|  1430.149|    33.167|
  16|  3321.288|   122.270|   153.917|   -31.648|    -0.507|  1805.186|   122.270|
  17|  3360.778|   102.331|   138.308|   -35.977|    -0.505|  1798.837|   102.331|
  18|  3351.218|   107.277|   139.169|   -31.892|    -0.520|  1850.249|   107.277|
  19|  3413.640|    74.998|   118.217|   -43.219|    -0.509|  1811.857|    74.998|
  20|  3131.560|   218.706|   226.652|    -7.946|    -0.658|  2279.922|   218.706|
  21|  3172.123|   192.151|   204.175|   -12.024|    -0.670|  2318.206|   192.151|
  22|  3230.686|   153.052|   173.419|   -20.367|    -0.644|  2235.011|   153.052|
  23|  3279.892|   121.529|   149.290|   -27.760|    -0.627|  2177.177|   121.529|
  24|  3327.516|    91.845|   129.861|   -38.015|    -0.615|  2137.967|    91.845|
  25|  3335.272|    87.252|   123.984|   -36.732|    -0.625|  2172.617|    87.252|
  26|  3392.194|    51.924|   102.470|   -50.546|    -0.533|  1858.647|    51.924|
  27|  3448.947|    21.930|    85.855|   -63.925|     0.000|    21.930|    21.930|
  28|  3443.132|    21.932|    84.257|   -62.326|     0.000|    21.932|    21.932|
  29|  3433.804|    21.933|    82.633|   -60.701|    -0.011|    58.808|    21.933|
  30|  3415.413|    22.136|    85.060|   -62.924|    -0.107|   387.099|    22.136|
  31|  3482.287|    15.038|    65.801|   -50.763|     0.000|    15.038|    15.038|
  32|  3525.497|    15.041|    55.130|   -40.089|     0.000|    15.041|    15.041|
  33|  3401.448|    15.044|    76.888|   -61.845|    -0.128|   450.668|    15.044|
  34|  3316.261|    26.031|    98.885|   -72.854|    -0.780|  2612.795|    26.031|
  35|  3379.226|   -22.575|    76.007|   -98.582|     0.000|   -22.575|   -22.575|
  36|  3390.924|   -22.580|    69.196|   -91.776|     0.000|   -22.580|   -22.580|
  37|  3453.876|   -22.584|    52.018|   -74.601|     0.000|   -22.584|   -22.584|
  38|  3483.156|   -22.587|    41.942|   -64.529|     0.000|   -22.587|   -22.587|
  39|  3499.450|   -22.592|    37.892|   -60.484|     0.000|   -22.592|   -22.592|
  40|  3470.900|   -22.597|    38.196|   -60.793|     0.000|   -22.597|   -22.597|
  41|  3486.621|   -22.603|    32.174|   -54.777|     0.000|   -22.603|   -22.603|
  42|  3498.130|   -22.610|    27.045|   -49.655|     0.000|   -22.610|   -22.610|
  43|  3521.859|   -22.617|    20.986|   -43.603|     0.000|   -22.617|   -22.617|
  44|  3447.254|   -22.624|    24.823|   -47.447|     0.000|   -22.624|   -22.624|
  45|  3448.858|   -22.631|    20.702|   -43.333|     0.000|   -22.631|   -22.631|
  46|  3525.608|   -22.639|    10.306|   -32.945|     0.000|   -22.639|   -22.639|
  47|  3585.029|   -22.648|     4.702|   -27.350|     0.000|   -22.648|   -22.648|
  48|  3598.532|   -22.658|     2.043|   -24.701|     0.000|   -22.658|   -22.658|
  49|  3640.963|   -22.666|     0.337|   -23.003|     0.000|   -22.666|   -22.666|
  50|  3638.397|   -22.674|     0.000|   -22.674|     0.000|   -22.666|   -22.666|
MSE             2782.616
Average Error   -48.546
Total P&amp;L       -2475.835

</pre>
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In&nbsp;[29]:
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<div class="highlight"><pre><span class="n">plot_hedge_path</span><span class="p">(</span><span class="n">S</span><span class="p">,</span> <span class="n">po</span><span class="p">,</span> <span class="n">vt</span><span class="p">,</span> <span class="n">errs</span><span class="p">,</span> <span class="n">t</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&#39;../images/13_dyh/BCC_hedge_run_2.pdf&#39;</span><span class="p">)</span>
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<div class="highlight"><pre><span class="n">S</span><span class="p">,</span> <span class="n">po</span><span class="p">,</span> <span class="n">vt</span><span class="p">,</span> <span class="n">errs</span><span class="p">,</span> <span class="n">t</span> <span class="o">=</span> <span class="n">BCC97_hedge_run</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
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<pre>

DYNAMIC HEDGING OF AMERICAN PUT (BCC97)
---------------------------------------
Initial Hedge
Stocks               -0.426
Bonds              1602.498
Cost                228.305

Regular Rehedges 
----------------------------------------------------------------------------------
step|       S_t|      Port|       Put|      Diff|     Stock|      Bond|      Cost|
   1|  3334.785|   181.929|   186.347|    -4.418|    -1.787|  6140.884|   181.929|
   2|  3308.847|   228.296|   192.136|    36.160|    -0.353|  1397.161|   228.296|
   3|  3257.391|   246.484|   210.867|    35.617|    -0.450|  1713.090|   246.484|
   4|  3284.768|   234.181|   197.179|    37.002|    -0.426|  1631.876|   234.181|
   5|  3399.651|   185.310|   156.171|    29.138|    -0.350|  1375.014|   185.310|
   6|  3285.852|   225.136|   192.522|    32.614|    -0.425|  1620.463|   225.136|
   7|  3351.304|   197.344|   166.841|    30.503|    -0.411|  1575.848|   197.344|
   8|  3408.658|   173.758|   146.445|    27.312|    -0.361|  1405.020|   173.758|
   9|  3432.936|   165.000|   136.218|    28.782|    -0.377|  1459.126|   165.000|
  10|  3464.136|   153.260|   125.774|    27.486|    -0.356|  1387.361|   153.260|
  11|  3525.190|   131.523|   108.899|    22.624|    -0.349|  1361.624|   131.523|
  12|  3536.579|   127.551|   103.206|    24.345|    -0.355|  1384.215|   127.551|
  13|  3522.552|   132.539|   103.601|    28.938|    -0.407|  1565.208|   132.539|
  14|  3380.873|   190.176|   139.879|    50.297|    -0.489|  1844.271|   190.176|
  15|  3348.353|   206.117|   146.822|    59.295|    -0.505|  1898.623|   206.117|
  16|  3376.015|   192.176|   135.674|    56.503|    -0.455|  1729.234|   192.176|
  17|  3443.098|   161.704|   114.267|    47.437|    -0.452|  1719.386|   161.704|
  18|  3502.142|   135.088|    97.583|    37.505|    -0.429|  1639.101|   135.088|
  19|  3539.960|   118.978|    87.569|    31.410|    -0.136|   600.342|   118.978|
  20|  3595.655|   111.474|    73.819|    37.655|     0.000|   111.474|   111.474|
  21|  3465.029|   111.490|    99.232|    12.258|    -0.521|  1915.697|   111.490|
  22|  3510.036|    88.437|    85.421|     3.016|    -0.085|   387.739|    88.437|
  23|  3574.016|    83.055|    70.160|    12.895|     0.000|    83.055|    83.055|
  24|  3629.452|    83.069|    58.995|    24.075|     0.000|    83.069|    83.069|
  25|  3514.418|    83.088|    76.891|     6.198|     0.000|    83.088|    83.088|
  26|  3452.003|    83.109|    86.759|    -3.650|    -0.394|  1442.072|    83.109|
  27|  3470.424|    76.250|    80.896|    -4.646|     0.000|    76.250|    76.250|
  28|  3424.919|    76.275|    88.759|   -12.484|    -0.318|  1165.544|    76.275|
  29|  3421.872|    77.658|    85.516|    -7.858|    -0.158|   619.007|    77.658|
  30|  3145.398|   121.602|   188.305|   -66.703|    -0.787|  2596.273|   121.602|
  31|  3043.384|   202.719|   246.126|   -43.407|    -0.806|  2657.092|   202.719|
MSE             730.418
Average Error    10.551
Total P&amp;L       538.086

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In&nbsp;[31]:
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<div class="highlight"><pre><span class="n">plot_hedge_path</span><span class="p">(</span><span class="n">S</span><span class="p">,</span> <span class="n">po</span><span class="p">,</span> <span class="n">vt</span><span class="p">,</span> <span class="n">errs</span><span class="p">,</span> <span class="n">t</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&#39;../images/13_dyh/BCC_hedge_run_3.pdf&#39;</span><span class="p">)</span>
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<div class="highlight"><pre><span class="o">%</span><span class="k">run</span> <span class="mi">13</span><span class="n">_dyh</span><span class="o">/</span><span class="n">BCC97_lsm_hedging_histogram</span><span class="o">.</span><span class="n">py</span>
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<div class="highlight"><pre><span class="o">%</span><span class="k">time</span> <span class="n">pl_list</span> <span class="o">=</span> <span class="n">BCC97_hedge_simulation</span><span class="p">(</span><span class="n">M</span><span class="o">=</span><span class="mi">150</span><span class="p">,</span> <span class="n">I</span><span class="o">=</span><span class="mi">150000</span><span class="p">)</span>
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<pre>
run  1000   p/l   33.596
run  2000   p/l   -2.115
run  3000   p/l  -17.951
run  4000   p/l    2.579
run  5000   p/l  -35.642
run  6000   p/l  -16.109
run  7000   p/l   26.779
run  8000   p/l   14.318
run  9000   p/l -506.078
run 10000   p/l   45.902

SUMMARY STATISTICS FOR P&amp;L
---------------------------------
Dynamic Replications        10000
Time Steps                    150
Paths for Valuation        150000
Maximum                   143.354
Average                     4.343
Median                     15.136
Minimum                 -1014.275
---------------------------------
CPU times: user 42.6 s, sys: 887 ms, total: 43.4 s
Wall time: 43.4 s

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<div class="highlight"><pre><span class="n">plot_hedge_histogram</span><span class="p">(</span><span class="n">pl_list</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s">&#39;../images/13_dyh/BCC_hedge_histo.pdf&#39;</span><span class="p">)</span>
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